From b2749c61fc62cfc97b81831f664022c354bc8de9 Mon Sep 17 00:00:00 2001
From: Adler Santos <adlersantos@google.com>
Date: Tue, 10 Aug 2021 18:02:35 -0400
Subject: [PATCH] feat!: Adds support for Airflow 2 Cloud Composer environment
 and operators (#134)

* new DAG operator imports for Airflow 2.0+

* support Airflow 2 operators when generating DAGs

* version compatibility checks for DAGs and Airflow environments

* tests to copy pipeline.yaml to dot folder (for airflow version spec)

* tests for version compatibility checks

* revised pipeline YAML template for Airflow 1 compat

* feat!: Upgrade dependencies to Airflow 2.1.1 (#135)

* revised dependendices for Airflow 2.1.1

* use proper variables file as required by Airflow 2

* changed README to use Airflow 2 requirement

* uncommented deploy_dag_versioning check

* feat: Upgrade `usa_names` pipeline to usse Airflow 2 operators and environment (#136)

* default to Airflow 2
---
 Pipfile                                       |    8 +-
 Pipfile.lock                                  | 1407 ++++++++++-------
 README.md                                     |    4 +-
 datasets/bls/cpsaat18/pipeline.yaml           |    1 +
 .../city_level_cases_and_deaths/pipeline.yaml |    1 +
 .../covid_racial_data_tracker/pipeline.yaml   |    1 +
 .../pipeline.yaml                             |    1 +
 .../pipeline.yaml                             |    1 +
 .../pipeline.yaml                             |    1 +
 .../pipeline.yaml                             |    1 +
 .../pipeline.yaml                             |    1 +
 .../state_screenshots/pipeline.yaml           |    1 +
 .../state_testing_and_outcomes/pipeline.yaml  |    1 +
 .../vaccination_access_to_bq/pipeline.yaml    |    1 +
 .../pipeline.yaml                             |    1 +
 .../diversity_annual_report/pipeline.yaml     |    1 +
 .../google_trends/top_terms/pipeline.yaml     |    1 +
 .../2020_sales_train/pipeline.yaml            |    1 +
 .../2021_sales_predict/pipeline.yaml          |    1 +
 datasets/ml_datasets/penguins/pipeline.yaml   |    1 +
 .../usa_names/usa_1910_current/pipeline.yaml  |    1 +
 .../usa_1910_current/usa_1910_current_dag.py  |    8 +-
 .../mouse_brain_map/pipeline.yaml             |    1 +
 requirements-dev.txt                          |  214 +--
 samples/pipeline.yaml                         |   12 +
 scripts/dag_imports.json                      |   28 +-
 scripts/deploy_dag.py                         |   78 +-
 scripts/generate_dag.py                       |   73 +-
 tests/scripts/test_deploy_dag.py              |   39 +
 tests/scripts/test_generate_dag.py            |   72 +
 30 files changed, 1287 insertions(+), 675 deletions(-)

diff --git a/Pipfile b/Pipfile
index 915458379..e69398802 100644
--- a/Pipfile
+++ b/Pipfile
@@ -7,7 +7,9 @@ name = "pypi"
 beautifulsoup4 = "==4.9.3"
 
 [dev-packages]
-apache-airflow = {version = "==1.10.15", extras = ["google"]}
+apache-airflow = "==2.1.1"
+apache-airflow-providers-google = "*"
+apache-airflow-providers-cncf-kubernetes = "*"
 black = "==20.8b1"
 flake8 = "==3.9.2"
 isort = "*"
@@ -16,8 +18,8 @@ pandas-gbq = "==0.14.1"
 pytest-mock = "*"
 pytest = "*"
 "ruamel.yaml" = "==0.17.10"
-Jinja2 = "*"
-SQLAlchemy = "==1.3.15"
+Jinja2 = "==2.11.3"
+SQLAlchemy = "==1.3.18"
 
 [requires]
 python_version = "3.8"
diff --git a/Pipfile.lock b/Pipfile.lock
index 4d2f1fe9e..41ee53ec1 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "5adbe6a3ed45425119e46c954d2b3673b59d16719ad2d41f267e2bd29fa94c31"
+            "sha256": "f459633c615c656f05ddee0c6a5096e3799171fb9482f7ce2966ab4e97ffcf85"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -43,26 +43,72 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
             "version": "==1.6.5"
         },
+        "anyio": {
+            "hashes": [
+                "sha256:929a6852074397afe1d989002aa96d457e3e1e5441357c60d03e7eea0e65e1b0",
+                "sha256:ae57a67583e5ff8b4af47666ff5651c3732d45fd26c929253748e796af860374"
+            ],
+            "markers": "python_full_version >= '3.6.2'",
+            "version": "==3.3.0"
+        },
         "apache-airflow": {
-            "extras": [
-                "google"
+            "hashes": [
+                "sha256:1eab49f278b154b5c3748e7db9e390fb0c39fd22f08fe8b3dfbf207bcd03b3c0",
+                "sha256:99188c212c46a54ee1fde8c67314459c0f9dac15dc43d8a06de0c795c97fb321"
             ],
+            "index": "pypi",
+            "version": "==2.1.1"
+        },
+        "apache-airflow-providers-cncf-kubernetes": {
             "hashes": [
-                "sha256:25ac3988e1f2ca20c14b397fdb21ac6b160d868ff319c474af944b4b2b46db63",
-                "sha256:7df77ab7b05a768fe5b49483b990f023abcdd8f031a469003f733f308d5a67ab"
+                "sha256:4efecd18a9f0daa1e37f09c2d952f114b10f0507cafb8dd23630dca0092bf8aa",
+                "sha256:81ca71025a68f18ebba79de8f005798a10bc1ed75d60ef60fefe44704ec0fa89"
             ],
             "index": "pypi",
-            "version": "==1.10.15"
+            "version": "==2.0.1"
+        },
+        "apache-airflow-providers-ftp": {
+            "hashes": [
+                "sha256:09bb3fc41e8839267ff5f0c2a84370299161d6092ff20cdaa970e3b7e171f3f5",
+                "sha256:39b2cb20b2eea77961da1ab57c7a2d03942708e0064c9ffb1ec877658f30adbe"
+            ],
+            "markers": "python_version ~= '3.6'",
+            "version": "==2.0.0"
+        },
+        "apache-airflow-providers-google": {
+            "hashes": [
+                "sha256:d3a96ad53b191d1e0f68153aaf8963f88e5dd9b50fed85a5b97bab4b3ee8b48b",
+                "sha256:db7ed139a2e7750918c7cdf798292dd1e4c40b7e244d3d797edd95f4290e611f"
+            ],
+            "index": "pypi",
+            "version": "==5.0.0"
+        },
+        "apache-airflow-providers-imap": {
+            "hashes": [
+                "sha256:21d3c986c5f4dd1ba0376fe61ff01be2fd73f5131b6cc42c33a120196c6175ae",
+                "sha256:6f777185ce1df9ef7c690fd676d3e4a5250d3226638a5fbc3abca44cce68a866"
+            ],
+            "markers": "python_version ~= '3.6'",
+            "version": "==2.0.0"
+        },
+        "apache-airflow-providers-sqlite": {
+            "hashes": [
+                "sha256:26fb9d20e3833a01aa7d6d134b417431d7c1889fd25036bd2fda13ea7f2d8579",
+                "sha256:817c8a5e3d8768124cd75301a84866733d7496805040ba426854073dd9311224"
+            ],
+            "markers": "python_version ~= '3.6'",
+            "version": "==2.0.0"
         },
         "apispec": {
             "extras": [
                 "yaml"
             ],
             "hashes": [
-                "sha256:13088129b657789671d18e5022f4f9e6ec9ec38742d301285232f11d1d35976c",
-                "sha256:de3c6cb97b50e16a0123ddd449002f10a48fafdd789fcfe7771d60d36b700ea1"
+                "sha256:a1df9ec6b2cd0edf45039ef025abd7f0660808fa2edf737d3ba1cf5ef1a4625b",
+                "sha256:d23ebd5b71e541e031b02a19db10b5e6d5ef8452c552833e3e1afc836b40b1ad"
             ],
-            "version": "==1.3.3"
+            "markers": "python_full_version >= '3.5.0'",
+            "version": "==3.3.2"
         },
         "appdirs": {
             "hashes": [
@@ -94,6 +140,14 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.9.1"
         },
+        "backports.entry-points-selectable": {
+            "hashes": [
+                "sha256:988468260ec1c196dab6ae1149260e2f5472c9110334e5d51adcb77867361f6a",
+                "sha256:a6d9a871cde5e15b4c4a53e3d43ba890cc6861ec1332c9c2428c92f977192acc"
+            ],
+            "markers": "python_version >= '2.7'",
+            "version": "==1.1.0"
+        },
         "black": {
             "hashes": [
                 "sha256:1c02557aa099101b9d21496f8a914e9ed2222ef70336404eeeac8edba836fbea"
@@ -101,12 +155,11 @@
             "index": "pypi",
             "version": "==20.8b1"
         },
-        "cached-property": {
+        "blinker": {
             "hashes": [
-                "sha256:9fa5755838eecbb2d234c3aa390bd80fbd3ac6b6869109bfc1b499f7bd89a130",
-                "sha256:df4f613cf7ad9a588cc381aaf4a512d26265ecebd5eb9e1ba12f1319eb85a6a0"
+                "sha256:471aee25f3992bd325afa3772f1063dbdbbca947a041b8b89466dc00d606f8b6"
             ],
-            "version": "==1.5.2"
+            "version": "==1.4"
         },
         "cachetools": {
             "hashes": [
@@ -118,11 +171,11 @@
         },
         "cattrs": {
             "hashes": [
-                "sha256:95265b8aaa45e6de75b5f52ae081e021a2a7a688babdb711e4174e6b18920d08",
-                "sha256:d69bd4a3239e189f0740c3c41178dd0f00e4eac3bcb806937e49942fa83adfee"
+                "sha256:277d12740b45e46318b41c3b2e4a3bc067a7b9971cf61f0e96497598ad83f282",
+                "sha256:a6233d0ce33d48ac71ef818f8e0b9309a89496b359994c4dfe9ad211c1f6d0a3"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==1.7.1"
+            "markers": "python_version > '3.6'",
+            "version": "==1.5.0"
         },
         "certifi": {
             "hashes": [
@@ -133,65 +186,61 @@
         },
         "cffi": {
             "hashes": [
-                "sha256:005a36f41773e148deac64b08f233873a4d0c18b053d37da83f6af4d9087b813",
-                "sha256:04c468b622ed31d408fea2346bec5bbffba2cc44226302a0de1ade9f5ea3d373",
-                "sha256:06d7cd1abac2ffd92e65c0609661866709b4b2d82dd15f611e602b9b188b0b69",
-                "sha256:06db6321b7a68b2bd6df96d08a5adadc1fa0e8f419226e25b2a5fbf6ccc7350f",
-                "sha256:0857f0ae312d855239a55c81ef453ee8fd24136eaba8e87a2eceba644c0d4c06",
-                "sha256:0f861a89e0043afec2a51fd177a567005847973be86f709bbb044d7f42fc4e05",
-                "sha256:1071534bbbf8cbb31b498d5d9db0f274f2f7a865adca4ae429e147ba40f73dea",
-                "sha256:158d0d15119b4b7ff6b926536763dc0714313aa59e320ddf787502c70c4d4bee",
-                "sha256:1bf1ac1984eaa7675ca8d5745a8cb87ef7abecb5592178406e55858d411eadc0",
-                "sha256:1f436816fc868b098b0d63b8920de7d208c90a67212546d02f84fe78a9c26396",
-                "sha256:24a570cd11895b60829e941f2613a4f79df1a27344cbbb82164ef2e0116f09c7",
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+                "sha256:f0010c6f9d1a4011e429109fda55a225921e3206e7f62a0c22a35344bfd13cca",
+                "sha256:f0c5d1acbfca6ebdd6b1e3eded8d261affb6ddcf2186205518f1428b8569bb99",
+                "sha256:f10afb1004f102c7868ebfe91c28f4a712227fe4cb24974350ace1f90e1febbf",
+                "sha256:f174135f5609428cc6e1b9090f9268f5c8935fddb1b25ccb8255a2d50de6789e",
+                "sha256:f3ebe6e73c319340830a9b2825d32eb6d8475c1dac020b4f0aa774ee3b898d1c",
+                "sha256:f627688813d0a4140153ff532537fbe4afea5a3dffce1f9deb7f91f848a832b5",
+                "sha256:fd4305f86f53dfd8cd3522269ed7fc34856a8ee3709a5e28b2836b2db9d4cd69"
+            ],
+            "version": "==1.14.6"
+        },
+        "charset-normalizer": {
+            "hashes": [
+                "sha256:0c8911edd15d19223366a194a513099a302055a962bca2cec0f54b8b63175d8b",
+                "sha256:f23667ebe1084be45f6ae0538e4a5a865206544097e4e8bbcacf42cd02a348f3"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==3.0.4"
+            "markers": "python_version >= '3'",
+            "version": "==2.0.4"
         },
         "click": {
             "hashes": [
@@ -201,6 +250,13 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==7.1.2"
         },
+        "clickclick": {
+            "hashes": [
+                "sha256:4efb13e62353e34c5eef7ed6582c4920b418d7dedc86d819e22ee089ba01802c",
+                "sha256:c8f33e6d9ec83f68416dd2136a7950125bd256ec39ccc9a85c6e280a16be2bb5"
+            ],
+            "version": "==20.10.2"
+        },
         "colorama": {
             "hashes": [
                 "sha256:5941b2b48a20143d2267e95b1c2a7603ce057ee39fd88e7329b0c292aa16869b",
@@ -211,27 +267,25 @@
         },
         "colorlog": {
             "hashes": [
-                "sha256:3cf31b25cbc8f86ec01fef582ef3b840950dea414084ed19ab922c8b493f9b42",
-                "sha256:450f52ea2a2b6ebb308f034ea9a9b15cea51e65650593dca1da3eb792e4e4981"
+                "sha256:3dd15cb27e8119a24c1a7b5c93f9f3b455855e0f73993b1c25921b2f646f1dcd",
+                "sha256:59b53160c60902c405cdec28d38356e09d40686659048893e026ecbd589516b1"
             ],
-            "version": "==4.0.2"
+            "version": "==4.8.0"
         },
-        "configparser": {
+        "commonmark": {
             "hashes": [
-                "sha256:18873eb33d111429143eef0ad334f76abdf9736d5da1219de513d74b0a559674",
-                "sha256:561d6a2303a3e9afaafbaa9f459b2a16e5d49f5390954cd4e6ce1a4bfbd8f726",
-                "sha256:adaba55d292e94fac7a1080de30ea776139ea48b65db869659e87357f10c55d2"
+                "sha256:452f9dc859be7f06631ddcb328b6919c67984aca654e5fefb3914d54691aed60",
+                "sha256:da2f38c92590f83de410ba1a3cbceafbc74fee9def35f9251ba9a971d6d66fd9"
             ],
-            "markers": "python_version >= '2.6'",
-            "version": "==3.5.3"
+            "version": "==0.9.1"
         },
         "croniter": {
             "hashes": [
-                "sha256:12ced475dfc107bf7c6c1440af031f34be14cd97bbbfaf0f62221a9c11e86404",
-                "sha256:8f573a889ca9379e08c336193435c57c02698c2dd22659cdbe04fee57426d79b"
+                "sha256:0f97b361fe343301a8f66f852e7d84e4fb7f21379948f71e1bbfe10f5d015fbd",
+                "sha256:a70dfc9d52de9fc1a886128b9148c89dd9e76b67d55f46516ca94d2d73d58219"
             ],
             "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.3.37"
+            "version": "==1.0.15"
         },
         "cryptography": {
             "hashes": [
@@ -248,7 +302,7 @@
                 "sha256:eb8cc2afe8b05acbd84a43905832ec78e7b3873fb124ca190f574dca7389a87d",
                 "sha256:ee77aa129f481be46f8d92a1a7db57269a2f23052d5f2433b4621bb457081cc9"
             ],
-            "markers": "python_version >= '3'",
+            "markers": "python_version >= '3.6'",
             "version": "==3.4.7"
         },
         "defusedxml": {
@@ -267,6 +321,13 @@
             "markers": "python_version >= '2.7' and python_version != '3.0'",
             "version": "==0.3.4"
         },
+        "distlib": {
+            "hashes": [
+                "sha256:106fef6dc37dd8c0e2c0a60d3fca3e77460a48907f335fa28420463a6f799736",
+                "sha256:23e223426b28491b1ced97dc3bbe183027419dfc7982b4fa2f05d5f3ff10711c"
+            ],
+            "version": "==0.3.2"
+        },
         "dnspython": {
             "hashes": [
                 "sha256:95d12f6ef0317118d2a1a6fc49aac65ffec7eb8087474158f42f26a639135216",
@@ -277,11 +338,11 @@
         },
         "docutils": {
             "hashes": [
-                "sha256:686577d2e4c32380bb50cbb22f575ed742d58168cee37e99117a854bcd88f125",
-                "sha256:cf316c8370a737a022b72b56874f6602acf974a37a9fba42ec2876387549fc61"
+                "sha256:0c5b78adfbf7762415433f5515cd5c9e762339e23369dbe8000d84a4bf4ab3af",
+                "sha256:c2de3a60e9e7d07be26b7f2b00ca0309c207e06c100f9cc2a94931fc75a478fc"
             ],
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==0.17.1"
+            "version": "==0.16"
         },
         "email-validator": {
             "hashes": [
@@ -291,6 +352,13 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==1.1.3"
         },
+        "filelock": {
+            "hashes": [
+                "sha256:18d82244ee114f543149c66a6e0c14e9c4f8a1044b5cdaadd0f82159d6a6ff59",
+                "sha256:929b7d63ec5b7d6b71b0fa5ac14e030b3f70b75747cef1b10da9b879fef15836"
+            ],
+            "version": "==3.0.12"
+        },
         "flake8": {
             "hashes": [
                 "sha256:07528381786f2a6237b061f6e96610a4167b226cb926e2aa2b6b1d78057c576b",
@@ -307,19 +375,13 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==1.1.4"
         },
-        "flask-admin": {
-            "hashes": [
-                "sha256:ed7b256471dba0f3af74f1a315733c3b36244592f2002c3bbdc65fd7c2aa807a"
-            ],
-            "version": "==1.5.4"
-        },
         "flask-appbuilder": {
             "hashes": [
-                "sha256:14de4244838f010424efe47d63260123189f472527a20f3b3a8ef9acb6fd9a0d",
-                "sha256:4d6f974ff5aa226f11894a447c43fb9c31425bb740e7841a3277a9cbeb9d22b1"
+                "sha256:5d46338b0d6cf5bb1b6c5ed9c3ed09487a6b37e04727b2bbe3f9e63fe877d084",
+                "sha256:d13015bd2b709562072ac47797103152a6a5e40f87b49a1ba6110840d5b241cb"
             ],
-            "markers": "python_version >= '3.6'",
-            "version": "==2.3.4"
+            "markers": "python_version ~= '3.6'",
+            "version": "==3.3.2"
         },
         "flask-babel": {
             "hashes": [
@@ -330,16 +392,17 @@
         },
         "flask-caching": {
             "hashes": [
-                "sha256:21236d2b4567deb9fc95e474a604602097189e834629c24f4d62937abc963636",
-                "sha256:5af1759e5ae3424abec918537f0201a1476ae9442452bcb5c8787468a9de0f5a"
+                "sha256:bcda8acbc7508e31e50f63e9b1ab83185b446f6b6318bd9dd1d45626fba2e903",
+                "sha256:cf19b722fcebc2ba03e4ae7c55b532ed53f0cbf683ce36fafe5e881789a01c00"
             ],
-            "version": "==1.3.3"
+            "markers": "python_full_version >= '3.5.0'",
+            "version": "==1.10.1"
         },
         "flask-jwt-extended": {
             "hashes": [
                 "sha256:bbf4467f41c56cf1fd8a5870d2556f419c572aad2b4085757581c3f9b4d7767a"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4.0'",
             "version": "==3.25.1"
         },
         "flask-login": {
@@ -362,13 +425,6 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.5.1"
         },
-        "flask-swagger": {
-            "hashes": [
-                "sha256:3caddb1311388eafc86f82f8e64ba386a5df6b84e5f16dfae19ca08173eba216",
-                "sha256:b4085f5bc36df4c20b6548cd1413adc9cf35719b0f0695367cd542065145294d"
-            ],
-            "version": "==0.2.14"
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         "flask-wtf": {
             "hashes": [
                 "sha256:57b3faf6fe5d6168bda0c36b0df1d05770f8e205e18332d0376ddb954d17aef2",
@@ -376,19 +432,12 @@
             ],
             "version": "==0.14.3"
         },
-        "funcsigs": {
-            "hashes": [
-                "sha256:330cc27ccbf7f1e992e69fef78261dc7c6569012cf397db8d3de0234e6c937ca",
-                "sha256:a7bb0f2cf3a3fd1ab2732cb49eba4252c2af4240442415b4abce3b87022a8f50"
-            ],
-            "version": "==1.0.2"
-        },
-        "future": {
+        "google-ads": {
             "hashes": [
-                "sha256:b1bead90b70cf6ec3f0710ae53a525360fa360d306a86583adc6bf83a4db537d"
+                "sha256:172b25ffabd2f4926f4b300dff74f64692230609f8ca21a9e8780295ab23500b"
             ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.18.2"
+            "markers": "python_version >= '3.7'",
+            "version": "==13.0.0"
         },
         "google-api-core": {
             "extras": [
@@ -396,26 +445,27 @@
                 "grpcgcp"
             ],
             "hashes": [
-                "sha256:0724d354d394b3d763bc10dfee05807813c5210f0bd9b8e2ddf6b6925603411c",
-                "sha256:92cd9e9f366e84bfcf2524e34d2dc244906c645e731962617ba620da1620a1e0"
+                "sha256:108cf94336aed7e614eafc53933ef02adf63b9f0fd87e8f8212acaa09eaca456",
+                "sha256:1d63e2b28057d79d64795c9a70abcecb5b7e96da732d011abf09606a39b48701"
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             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
-            "version": "==1.30.0"
+            "version": "==1.31.1"
         },
         "google-api-python-client": {
             "hashes": [
                 "sha256:3c4c4ca46b5c21196bec7ee93453443e477d82cbfa79234d1ce0645f81170eaf",
                 "sha256:f3b9684442eec2cfe9f9bb48e796ef919456b82142c7528c5fd527e5224f08bb"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.12.8"
         },
         "google-auth": {
             "hashes": [
-                "sha256:b3a67fa9ba5b768861dacf374c2135eb09fa14a0e40c851c3b8ea7abe6fc8fef",
-                "sha256:e34e5f5de5610b202f9b40ebd9f8b27571d5c5537db9afed3a72b2db5a345039"
+                "sha256:bd6aa5916970a823e76ffb3d5c3ad3f0bedafca0a7fa53bc15149ab21cb71e05",
+                "sha256:f1094088bae046fb06f3d1a3d7df14717e8d959e9105b79c57725bd4e17597a2"
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-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
-            "version": "==1.32.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.34.0"
         },
         "google-auth-httplib2": {
             "hashes": [
@@ -426,11 +476,35 @@
         },
         "google-auth-oauthlib": {
             "hashes": [
-                "sha256:09832c6e75032f93818edf1affe4746121d640c625a5bef9b5c96af676e98eee",
-                "sha256:0e92aacacfb94978de3b7972cf4b0f204c3cd206f74ddd0dc0b31e91164e6317"
+                "sha256:4ab58e6c3dc6ccf112f921fcced40e5426fba266768986ea502228488276eaba",
+                "sha256:b5a1ce7c617d247ccb2dfbba9d4bfc734b41096803d854a2c52592ae80150a67"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==0.4.4"
+            "version": "==0.4.5"
+        },
+        "google-cloud-appengine-logging": {
+            "hashes": [
+                "sha256:0f5cea4f2b45e12a34e15285b967d903dcf9ded6bb06959fdcd23e3eeec1f2e9",
+                "sha256:d44fb77d7706b086d387b9d79c139c553d54b58ddc8ee967bbf32a53e7bbee56"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==0.1.4"
+        },
+        "google-cloud-audit-log": {
+            "hashes": [
+                "sha256:5bf5a53c641b13828154ab21fb209669be69d71cd462f5d6456bf87722fc0eeb",
+                "sha256:a17064203b985ffa9219937d339cab3583548f07d38e96d67a498aba69c1387d"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==0.1.0"
+        },
+        "google-cloud-automl": {
+            "hashes": [
+                "sha256:2acaa975849f86bc2eca75911908a60502dbf417fc13dd3e2794e7098986dacf",
+                "sha256:737ce5a427a35c1fd13bc467c855290e49de7e9a0c6565d681a4bb002a6a740c"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2.4.2"
         },
         "google-cloud-bigquery": {
             "extras": [
@@ -438,24 +512,33 @@
                 "pandas"
             ],
             "hashes": [
-                "sha256:bbe41300cc931a00649d4e7c59b86e6c1e9fab94e1ba958e1a27c5b330172490",
-                "sha256:ff728f9a4a64d6b4ec5beb7fd2f6ed550b49bfe2b8bb3755c00821716e0d1f91"
+                "sha256:38ec0bf0f120f5aacb1620c197367904e35f824e7aa40a08c4d65aa70516e550",
+                "sha256:b0d2304bf4e85b2823da3f5ce648b0ab68a5ea909e213c4bed9ee05ea49d00a0"
             ],
             "markers": "python_version < '3.10' and python_version >= '3.6'",
-            "version": "==2.20.0"
+            "version": "==2.23.2"
+        },
+        "google-cloud-bigquery-datatransfer": {
+            "hashes": [
+                "sha256:a0292db7cc0060a7b0cfa19ae26206572d085a89d74ea42f68ee4c4f83241cc6",
+                "sha256:a83578f3c60356b95500aa1a8167989877890a0f08a04412d89f1364e96c96fa"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==3.3.1"
         },
         "google-cloud-bigquery-storage": {
             "hashes": [
-                "sha256:784513bec243e4bcab0ca5a4218701b599b94f5ec1cfe345f64db487c5ff270e",
-                "sha256:be7d2f88c617876c4b05b766cb32bd0730ee575745767db7c79df270d09ac80b"
+                "sha256:63f03c88e8ca9dc07e947731f8f6e0bfa5451e32ee226fb6a4141cf23655b168",
+                "sha256:aa88ceec9f016b07fdfb1a9aa2630f7fb88d3424c99b4bdfe6cc45a15aa26b5a"
             ],
-            "version": "==2.4.0"
+            "version": "==2.6.2"
         },
         "google-cloud-bigtable": {
             "hashes": [
                 "sha256:90bd53a19c33c34101b8567c82a6dc0386af4118d70e1ad69b49375358a21aa6",
                 "sha256:e372b72c573309cb4f2b9998baac5d881ba023bae500841683e8d0849641f955"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.7.0"
         },
         "google-cloud-container": {
@@ -463,35 +546,110 @@
                 "sha256:3dda5050084101c2e74248ada8f0fdf470376ec9333a3b2d1024eaee3a84205e",
                 "sha256:c8fe8fecb003dfb5fd67b8e6b55b25be4fe794e296d107492cab429f0b999d5a"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.0.1"
         },
         "google-cloud-core": {
             "hashes": [
-                "sha256:2ab0cf260c11d0cc334573301970419abb6a1f3909c6cd136e4be996616372fe",
-                "sha256:9bd528810423aeaa428a9a178e7320883bbb690a8b0bb38297b794dc319c415a"
+                "sha256:5b77935f3d9573e27007749a3b522f08d764c5b5930ff1527b2ab2743e9f0c15",
+                "sha256:b1030aadcbb2aeb4ee51475426351af83c1072456b918fb8fdb80666c4bb63b5"
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-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
-            "version": "==1.7.0"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.7.2"
+        },
+        "google-cloud-datacatalog": {
+            "hashes": [
+                "sha256:2faca51e974c46203c09fd4cb2c03fd6e82cd572cc06a2bbc3b401aa419cb09f",
+                "sha256:c70d7ad720ba7d23d316b7468b6fc0c52e4a1824b7f1b946b8855f6964953562"
+            ],
+            "version": "==3.4.0"
+        },
+        "google-cloud-dataproc": {
+            "hashes": [
+                "sha256:be13518d81e32833aeb03fc7572125e6d526a26eaad0823147efd4efaeebd6b1",
+                "sha256:c11188baeb76989e91261f1f454013d090e69d4ade4185e181582c7d1c6fcb1a"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2.5.0"
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         "google-cloud-dlp": {
             "hashes": [
                 "sha256:2ccf04209f96b4759d8ed76da2c916a456386836caacd47ce01b6344f5b8f212",
                 "sha256:e0c57337c3fbe2bf22cc4d4deaf3d58a21603718301ee9ee4806b49f59a52e5a"
             ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.0.0"
         },
+        "google-cloud-kms": {
+            "hashes": [
+                "sha256:28903798ec34d20625c976b830746d73a5883be8a838737d9fb800dc980590ec",
+                "sha256:2ec7b138c29374f5158cb9bc12a5a47eba294a9f63a123451cec3abb28997e25"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2.4.3"
+        },
         "google-cloud-language": {
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             "version": "==1.3.0"
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+                "sha256:abf404c2823d4fdff5e86cd869d77e6fda8d40096cbab897bc78a11f59096a3c"
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+            "version": "==2.6.0"
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+        "google-cloud-memcache": {
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+                "sha256:0ded02972ec60a8b707fb36867383c7e85f01c27e209896281fe5ae5df77c123",
+                "sha256:950e20d1935ee1e5a03630d2c6b8a9343b8952b62418b11924343195db3b4a74"
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+            "version": "==1.0.0"
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+        "google-cloud-monitoring": {
+            "hashes": [
+                "sha256:3d08d302a4b38c204f1f9f2764701ce8e6b5d8d48356fb761346477b04c565f6",
+                "sha256:c80ed69ae2ce94de85bbb0b2b90678094599a76e96ed558523dd40d2f2ae71e4"
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+            "markers": "python_version >= '3.6'",
+            "version": "==2.4.2"
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+        "google-cloud-os-login": {
+            "hashes": [
+                "sha256:3926c9f60fb488f4470fdecf642b18de5d0fee568a4122028b652a38fa60ce6c",
+                "sha256:7200118409a67c69034c1eda284b48320cdd6d9e5fe1d74cebac84f09f283e13"
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+            "markers": "python_version >= '3.6'",
+            "version": "==2.3.1"
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+        "google-cloud-pubsub": {
+            "hashes": [
+                "sha256:1788ad25a765ea83499d8f4410d4c8ba026597cb82db46d2f7217f1c2525ad65",
+                "sha256:7b49095623de343f2ad91a066e1bd59fe196ab8e088c6f11351fb54ca7b1303e"
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+            "markers": "python_version >= '3.6'",
+            "version": "==2.7.0"
+        },
+        "google-cloud-redis": {
+            "hashes": [
+                "sha256:23adcfb99284c5fd33a21838ac0f681aff6331b21bc9d1feda47925bc9aa7e15",
+                "sha256:9718f19012bfeeea7eb76745da1673dd05de5cbc28f4bd19efc987e9a0b821c7"
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+            "markers": "python_version >= '3.6'",
+            "version": "==2.2.2"
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         "google-cloud-secret-manager": {
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                 "sha256:1975298142e48a29feb31f6e2a2fbc9aed6a1095a22d038ed877d9ce14eea3b2",
                 "sha256:60dc4485bc7ff777ee64fb8d4707127e4afdf27bf575d4f60929fa1bd78e7941"
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             "version": "==1.0.0"
         },
         "google-cloud-spanner": {
@@ -499,6 +657,7 @@
                 "sha256:50c375d8224415b7b7cc19a720c745cd8fb49144db50b252d06c42121374312d",
                 "sha256:ff6869e50eb284854fec864fcaa26139c04ded7ed522ae488fff3b08ffc5dc30"
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             "version": "==1.19.1"
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         "google-cloud-speech": {
@@ -506,20 +665,31 @@
                 "sha256:2e5adbc0e88f296b1bc8667f1dcf26ca4ea2db6596f07cb0a39e7b1b8ef14656",
                 "sha256:3aa7bd9148c1dd02ab343ad5048d859cb4d17e950c7d506727743a780f748409"
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             "version": "==1.3.2"
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         "google-cloud-storage": {
             "hashes": [
-                "sha256:89a5f5290e61990a5ae138d8ba8895bc3fe1e00fbc2e3b6beb7fb8378ca7a2f1",
-                "sha256:e9ba9e0486b385fa0b9f16a0c3bfa4cbb7001a2285adb65374de4415588cdb2d"
+                "sha256:a81ecc0f382b8e4437cc7f152f74d77ef917c8280a5d1040f5dcfbd0502c7906",
+                "sha256:cd4c9039eb0017fdc75c3f96b0b5ea57759ceefe3a0401d514bcf0111cd7a508"
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-            "version": "==1.39.0"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'",
+            "version": "==1.41.1"
+        },
+        "google-cloud-tasks": {
+            "hashes": [
+                "sha256:75c1ee7869bfa725d75e57f2c3487934f4dc7766373d8854bac6a0572dd54032",
+                "sha256:e1038a1bb168adfdf1e65d5741b6d7e00f2ea48c5ef9e0a2c213e2972dba76ee"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==2.5.1"
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         "google-cloud-texttospeech": {
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                 "sha256:c5c66c148f6f47a213c8d53827c1dbf08cdf41f8047868433da0009e406e201e",
                 "sha256:e1ff11093a52b5d980bc1ad085027d41d81eac9d0047b13c3caf169924746111"
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             "version": "==1.0.1"
         },
         "google-cloud-translate": {
@@ -527,6 +697,7 @@
                 "sha256:302af77bc18fc56fe4a83aad835cf54609d4e188dd6bd7b35ffcb3f303459705",
                 "sha256:55b6563121883acce5d80afbf61a59e50d52c429e6ebbfe81a1c8f2734b75e8c"
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             "version": "==1.7.0"
         },
         "google-cloud-videointelligence": {
@@ -534,6 +705,7 @@
                 "sha256:98a5d043d4824ad0529f8c2a3108bc4e1ed530e76314ea2c0e39f3d81cdf378e",
                 "sha256:bbde4a5bb479f60466dabad67d5debb30448bb2451b67bba3bfd9b67281a230a"
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             "version": "==1.16.1"
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         "google-cloud-vision": {
@@ -541,8 +713,17 @@
                 "sha256:18e78b190c81d200ae4f6a46d4af57422d68b3b05b0540d5cd1806e3874142bf",
                 "sha256:e61091a52f334a20e597b74e2fb42c9f27dda25323544cd157d6110fde26c9a6"
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             "version": "==1.0.0"
         },
+        "google-cloud-workflows": {
+            "hashes": [
+                "sha256:2ae093e73f1d29a55180c717e872577c83e35b76db2e2a86f598812362e5ee24",
+                "sha256:998b5b203e530205a27b3b7a033762d7f7a7b2a017cb6ee0d589e0b27a1a2e43"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==1.2.1"
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                 "sha256:0ae3cf54e0d4d83c8af1afe96fc0970fbf32f1b29275f3bfd44ce25c4b622a2b",
@@ -580,11 +761,11 @@
         },
         "google-resumable-media": {
             "hashes": [
-                "sha256:106db689574283a7d9d154d5a97ab384153c55a1195cecb8c01cad9e6e827628",
-                "sha256:1a1eb743d13f782d1405437c266b2c815ef13c2b141ba40835c74a3317539d01"
+                "sha256:092f39153cd67a4e409924edf08129f43cc72e630a1eb22abec93e80155df4ba",
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-            "version": "==1.3.1"
+            "markers": "python_version >= '3.6'",
+            "version": "==1.3.3"
         },
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@@ -599,11 +780,11 @@
         },
         "graphviz": {
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-                "sha256:d2d25af1c199cad567ce4806f0449cb74eb30cf451fd7597251e1da099ac6e57"
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-            "version": "==0.16"
+            "markers": "python_version >= '3.6'",
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@@ -613,59 +794,59 @@
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+                "sha256:c44958a24559f875d902d5c1acb0ae43faa5a84f6120d1d0d800acb52f96516e",
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+                "sha256:cd2e39a199bcbefb3f4b9fa6677c72b0e67332915550fed3bd7c28b454bf917d",
+                "sha256:cffdccc94e63710dd6ead01849443390632c8e0fec52dc26e4fddf9f28ac9280",
+                "sha256:d5a105f5a595b89a0e394e5b147430b115333d07c55efb0c0eddc96055f0d951",
+                "sha256:dc3a24022a90c1754e54315009da6f949b48862c1d06daa54f9a28f89a5efacb",
+                "sha256:de83a045005703e7b9e67b61c38bb72cd49f68d9d2780d2c675353a3a3f2816f",
+                "sha256:e98aca5cfe05ca29950b3d99006b9ddb54fde6451cd12cb2db1443ae3b9fa076",
+                "sha256:ed845ba6253c4032d5a01b7fb9db8fe80299e9a437e695a698751b0b191174be",
+                "sha256:f2621c82fbbff1496993aa5fbf60e235583c7f970506e818671ad52000b6f310"
+            ],
+            "version": "==1.39.0"
         },
         "grpcio-gcp": {
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@@ -679,9 +860,25 @@
                 "sha256:9dcc4547dbb1cb284accfb15ab5667a0e5d1881cc443e0677b4882a4067a807e",
                 "sha256:e0a968b5ba15f8a328fdfd7ab1fcb5af4470c28aaf7e55df02a99bc13138e6e8"
             ],
-            "markers": "python_version >= '3.5'",
+            "markers": "python_full_version >= '3.5.0'",
             "version": "==20.1.0"
         },
+        "h11": {
+            "hashes": [
+                "sha256:36a3cb8c0a032f56e2da7084577878a035d3b61d104230d4bd49c0c6b555a9c6",
+                "sha256:47222cb6067e4a307d535814917cd98fd0a57b6788ce715755fa2b6c28b56042"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==0.12.0"
+        },
+        "httpcore": {
+            "hashes": [
+                "sha256:b0d16f0012ec88d8cc848f5a55f8a03158405f4bca02ee49bc4ca2c1fda49f3e",
+                "sha256:db4c0dcb8323494d01b8c6d812d80091a31e520033e7b0120883d6f52da649ff"
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+            "markers": "python_version >= '3.6'",
+            "version": "==0.13.6"
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         "httplib2": {
             "hashes": [
                 "sha256:0b12617eeca7433d4c396a100eaecfa4b08ee99aa881e6df6e257a7aad5d533d",
@@ -689,21 +886,28 @@
             ],
             "version": "==0.19.1"
         },
+        "httpx": {
+            "hashes": [
+                "sha256:979afafecb7d22a1d10340bafb403cf2cb75aff214426ff206521fc79d26408c",
+                "sha256:9f99c15d33642d38bce8405df088c1c4cfd940284b4290cacbfb02e64f4877c6"
+            ],
+            "markers": "python_version >= '3.6'",
+            "version": "==0.18.2"
+        },
         "idna": {
             "hashes": [
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-                "sha256:b97d804b1e9b523befed77c48dacec60e6dcb0b5391d57af6a65a312a90648c0"
+                "sha256:14475042e284991034cb48e06f6851428fb14c4dc953acd9be9a5e95c7b6dd7a",
+                "sha256:467fbad99067910785144ce333826c71fb0e63a425657295239737f7ecd125f3"
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-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==2.10"
+            "version": "==3.2"
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         "importlib-metadata": {
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-                "sha256:c2d6341ff566f609e89a2acb2db190e5e1d23d5409d6cc8d2fe34d72443876d4"
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-            "version": "==2.1.1"
+            "version": "==1.7.0"
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         "importlib-resources": {
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@@ -713,6 +917,14 @@
             "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
             "version": "==1.5.0"
         },
+        "inflection": {
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+                "sha256:1a29730d366e996aaacffb2f1f1cb9593dc38e2ddd30c91250c6dde09ea9b417",
+                "sha256:f38b2b640938a4f35ade69ac3d053042959b62a0f1076a5bbaa1b9526605a8a2"
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+            "markers": "python_full_version >= '3.5.0'",
+            "version": "==0.5.1"
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@@ -722,18 +934,25 @@
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+            "version": "==0.1.16"
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-            "version": "==0.1.14"
+            "version": "==0.6.0"
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-                "sha256:8e2c107091cfec7286bc0f68a547d0ba4c094d460b732075b6fba674f1035c0c"
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-            "version": "==5.9.1"
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         "itsdangerous": {
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@@ -766,38 +985,39 @@
         },
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@@ -824,57 +1044,77 @@
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-            "markers": "python_version >= '3.6'",
-            "version": "==2.0.1"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "version": "==1.1.1"
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+            "markers": "python_full_version >= '3.5.0'",
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         "marshmallow-enum": {
             "hashes": [
@@ -883,6 +1123,14 @@
             ],
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+        "marshmallow-oneofschema": {
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@@ -905,47 +1153,47 @@
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@@ -955,36 +1203,55 @@
             "markers": "python_version >= '3.6'",
             "version": "==3.1.1"
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@@ -996,24 +1263,45 @@
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@@ -1032,11 +1320,11 @@
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@@ -1048,19 +1336,23 @@
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@@ -1110,33 +1402,36 @@
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@@ -1210,7 +1505,7 @@
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@@ -1225,6 +1520,7 @@
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@@ -1232,15 +1528,35 @@
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@@ -1267,11 +1583,11 @@
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@@ -1349,63 +1665,53 @@
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@@ -1415,6 +1721,24 @@
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@@ -1433,40 +1757,30 @@
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@@ -1500,31 +1814,73 @@
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+                "sha256:89494df7f93b1836cae210c42864b292f9b31eeabca4810193761990dc689cce",
+                "sha256:8cac7bb373a5f1423e28de3fd5fc8063b9c8ffe8957dc1b1a59cb90453db6da1",
+                "sha256:8fd452dc3d49b3cc54483e033de6c006c304432e6f84b74d7b2c68afa2569ae5",
+                "sha256:adad60eea2c4c2a1875eb6305a0b6e61a83163f8e233586a4d6a55221ef984fe",
+                "sha256:c26f95e7609b821b5f08a72dab929baa0d685406b953efd7c89423a511d5c413",
+                "sha256:cbe1324ef52ff26ccde2cb84b8593c8bf930069dfc06c1e616f1bfd4e47f48a3",
+                "sha256:d05c4adae06bd0c7f696ae3ec8d993ed8ffcc4e11a76b1b35a5af8a099bd2284",
+                "sha256:d98bc827a1293ae767c8f2f18be3bb5151fd37ddcd7da2a5f9581baeeb7a3fa1",
+                "sha256:da2fb75f64792c1fc64c82313a00c728a7c301efe6a60b7a9fe35b16b4368ce7",
+                "sha256:e4624d7edb2576cd72bb83636cd71c8ce544d8e272f308bd80885056972ca299",
+                "sha256:e89e0d9e106f8a9180a4ca92a6adde60c58b1b0299e1b43bd5e0312f535fbf33",
+                "sha256:f11c2437fb5f812d020932119ba02d9e2bc29a6eca01a055233a8b449e3e1e7d",
+                "sha256:f57be5673e12763dd400fea568608700a63ce1c6bd5bdbc3cc3a2c5fdb045274",
+                "sha256:fc728ece3d5c772c196fd338a99798e7efac7a04f9cb6416299a3638ee9a94cd"
             ],
             "index": "pypi",
-            "version": "==1.3.15"
+            "version": "==1.3.18"
         },
         "sqlalchemy-jsonfield": {
             "hashes": [
-                "sha256:1abf295f7215c8f1c0b0d30d659f4372870fc83755874ef21cad7e2f2d6419ba",
-                "sha256:1cb760abf186a97beb5acdfd47dc2f98829070f679a838869162cd7c0b447e0d"
+                "sha256:766d0b25bdebf53f67ccfaf9975987f921965987b37bae3a95ba6e7855afe98b",
+                "sha256:db129c0e79f6b3c61ca88b340363e2cc2023a187a40b9992dfee33bc75c3a02c"
             ],
-            "markers": "python_version >= '3.5'",
-            "version": "==0.9.0"
+            "markers": "python_full_version >= '3.5.0'",
+            "version": "==1.0.0"
         },
         "sqlalchemy-utils": {
             "hashes": [
-                "sha256:716d9d9592258db9651a511d03e6b2553242c2a440855ee3f7d5812bbb55d9eb",
-                "sha256:afd204ed051f53302cd8789cc29c9b15bf458f8baef14a9052bf2823f855d2cb"
+                "sha256:a6aaee154f798be4e479af0ceffaa5034d35fcf6f40707c0947d21bde64e05e5",
+                "sha256:b1bf67d904fed16b16ef1dc07f03e5e93a6b23899f920f6b41c09be45fbb85f2"
             ],
             "markers": "python_version ~= '3.4'",
-            "version": "==0.37.7"
+            "version": "==0.37.8"
+        },
+        "swagger-ui-bundle": {
+            "hashes": [
+                "sha256:f5255f786cde67a2638111f4a7d04355836743198a83c4ecbe815d9fc384b0c8",
+                "sha256:f5691167f2e9f73ecbe8229a89454ae5ea958f90bb0d4583ed7adaae598c4122"
+            ],
+            "version": "==0.0.8"
         },
         "tabulate": {
             "hashes": [
@@ -1535,10 +1891,16 @@
         },
         "tenacity": {
             "hashes": [
-                "sha256:0dff43d3faa411ebb8506b6adc174ef725df18322eef8437aabf4f63e478ec11",
-                "sha256:dcd7646fe731b21b73870ead85a965a4202abeaf56e0588e6a8b38375110098f"
+                "sha256:29ae90e7faf488a8628432154bb34ace1cca58244c6ea399fd33f066ac71339a",
+                "sha256:5a5d3dcd46381abe8b4f82b5736b8726fd3160c6c7161f53f8af7f1eb9b82173"
             ],
-            "version": "==4.12.0"
+            "version": "==6.2.0"
+        },
+        "termcolor": {
+            "hashes": [
+                "sha256:1d6d69ce66211143803fbc56652b41d73b4a400a2891d7bf7a1cdf4c02de613b"
+            ],
+            "version": "==1.1.0"
         },
         "text-unidecode": {
             "hashes": [
@@ -1547,18 +1909,12 @@
             ],
             "version": "==1.3"
         },
-        "thrift": {
-            "hashes": [
-                "sha256:9af1c86bf73433afc6010ed376a6c6aca2b54099cc0d61895f640870a9ae7d89"
-            ],
-            "version": "==0.13.0"
-        },
         "toml": {
             "hashes": [
                 "sha256:806143ae5bfb6a3c6e736a764057db0e6a0e05e338b5630894a5f779cabb4f9b",
                 "sha256:b3bda1d108d5dd99f4a20d24d9c348e91c4db7ab1b749200bded2f839ccbe68f"
             ],
-            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'",
+            "markers": "python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2'",
             "version": "==0.10.2"
         },
         "typed-ast": {
@@ -1612,12 +1968,6 @@
             ],
             "version": "==0.7.1"
         },
-        "tzlocal": {
-            "hashes": [
-                "sha256:4ebeb848845ac898da6519b9b31879cf13b6626f7184c496037b818e238f2c4e"
-            ],
-            "version": "==1.5.1"
-        },
         "unicodecsv": {
             "hashes": [
                 "sha256:018c08037d48649a0412063ff4eda26eaa81eff1546dbffa51fa5293276ff7fc"
@@ -1634,27 +1984,35 @@
         },
         "urllib3": {
             "hashes": [
-                "sha256:8d7eaa5a82a1cac232164990f04874c594c9453ec55eef02eab885aa02fc17a2",
-                "sha256:f5321fbe4bf3fefa0efd0bfe7fb14e90909eb62a48ccda331726b4319897dd5e"
+                "sha256:39fb8672126159acb139a7718dd10806104dec1e2f0f6c88aab05d17df10c8d4",
+                "sha256:f57b4c16c62fa2760b7e3d97c35b255512fb6b59a259730f36ba32ce9f8e342f"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4'",
-            "version": "==1.25.11"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4.0'",
+            "version": "==1.26.6"
+        },
+        "virtualenv": {
+            "hashes": [
+                "sha256:97066a978431ec096d163e72771df5357c5c898ffdd587048f45e0aecc228094",
+                "sha256:fdfdaaf0979ac03ae7f76d5224a05b58165f3c804f8aa633f3dd6f22fbd435d5"
+            ],
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==20.7.0"
         },
         "websocket-client": {
             "hashes": [
-                "sha256:b68e4959d704768fa20e35c9d508c8dc2bbc041fd8d267c0d7345cffe2824568",
-                "sha256:e5c333bfa9fa739538b652b6f8c8fc2559f1d364243c8a689d7c0e1d41c2e611"
+                "sha256:4cf754af7e3b3ba76589d49f9e09fd9a6c0aae9b799a89124d656009c01a261d",
+                "sha256:8d07f155f8ed14ae3ced97bd7582b08f280bb1bfd27945f023ba2aceff05ab52"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==1.1.0"
+            "version": "==1.1.1"
         },
         "werkzeug": {
             "hashes": [
-                "sha256:1e0dedc2acb1f46827daa2e399c1485c8fa17c0d8e70b6b875b4e7f54bf408d2",
-                "sha256:b353856d37dec59d6511359f97f6a4b2468442e454bd1c98298ddce53cac1f04"
+                "sha256:2de2a5db0baeae7b2d2664949077c2ac63fbd16d98da0ff71837f7d1dea3fd43",
+                "sha256:6c80b1e5ad3665290ea39320b91e1be1e0d5f60652b964a3070216de83d2e47c"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
-            "version": "==0.16.1"
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
+            "version": "==1.0.1"
         },
         "wtforms": {
             "hashes": [
@@ -1665,18 +2023,11 @@
         },
         "zipp": {
             "hashes": [
-                "sha256:3607921face881ba3e026887d8150cca609d517579abe052ac81fc5aeffdbd76",
-                "sha256:51cb66cc54621609dd593d1787f286ee42a5c0adbb4b29abea5a63edc3e03098"
+                "sha256:957cfda87797e389580cb8b9e3870841ca991e2125350677b2ca83a0e99390a3",
+                "sha256:f5812b1e007e48cff63449a5e9f4e7ebea716b4111f9c4f9a645f91d579bf0c4"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==3.4.1"
-        },
-        "zope.deprecation": {
-            "hashes": [
-                "sha256:0d453338f04bacf91bbfba545d8bcdf529aa829e67b705eac8c1a7fdce66e2df",
-                "sha256:f1480b74995958b24ce37b0ef04d3663d2683e5d6debc96726eff18acf4ea113"
-            ],
-            "version": "==4.4.0"
+            "version": "==3.5.0"
         }
     }
 }
diff --git a/README.md b/README.md
index 5ca59c28b..88272b336 100644
--- a/README.md
+++ b/README.md
@@ -8,11 +8,11 @@ Cloud-native, data pipeline architecture for onboarding public datasets to [Data
 
 # Requirements
 - Python `>=3.6.10,<3.9`. We currently use `3.8`. For more info, see the [Cloud Composer version list](https://cloud.google.com/composer/docs/concepts/versioning/composer-versions).
-- Familiarity with [Apache Airflow](https://airflow.apache.org/docs/apache-airflow/1.10.15/concepts.html) (>=v1.10.15)
+- Familiarity with [Apache Airflow](https://airflow.apache.org/docs/apache-airflow/stable/concepts/index.html) (>=v2.1)
 - [pipenv](https://pipenv-fork.readthedocs.io/en/latest/install.html#installing-pipenv) for creating similar Python environments via `Pipfile.lock`
 - [gcloud](https://cloud.google.com/sdk/gcloud) command-line tool with Google Cloud Platform credentials configured. Instructions can be found [here](https://cloud.google.com/sdk/docs/initializing).
 - [Terraform](https://learn.hashicorp.com/tutorials/terraform/install-cli) `>=v0.15.1`
-- [Google Cloud Composer](https://cloud.google.com/composer/docs/concepts/overview) environment running [Apache Airflow](https://airflow.apache.org/docs/apache-airflow/1.10.15/concepts.html) `>=v1.10.15,<2.0`. To create a new Cloud Composer environment, see [this guide](https://cloud.google.com/composer/docs/how-to/managing/creating).
+- [Google Cloud Composer](https://cloud.google.com/composer/docs/concepts/overview) environment running [Apache Airflow](https://airflow.apache.org/docs/apache-airflow/stable/concepts.html) `>=2.0`. To create a new Cloud Composer environment, see [this guide](https://cloud.google.com/composer/docs/how-to/managing/creating).
 
 # Environment Setup
 
diff --git a/datasets/bls/cpsaat18/pipeline.yaml b/datasets/bls/cpsaat18/pipeline.yaml
index 918756048..69645d018 100644
--- a/datasets/bls/cpsaat18/pipeline.yaml
+++ b/datasets/bls/cpsaat18/pipeline.yaml
@@ -19,6 +19,7 @@ resources:
     description: "Current population survey 18: Employed persons by detailed industry, sex, race, and Hispanic or Latino ethnicity"
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: cpsaat18
     default_args:
diff --git a/datasets/covid19_tracking/city_level_cases_and_deaths/pipeline.yaml b/datasets/covid19_tracking/city_level_cases_and_deaths/pipeline.yaml
index 026719175..f0572bd94 100644
--- a/datasets/covid19_tracking/city_level_cases_and_deaths/pipeline.yaml
+++ b/datasets/covid19_tracking/city_level_cases_and_deaths/pipeline.yaml
@@ -18,6 +18,7 @@ resources:
     table_id: city_level_cases_and_deaths
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: "city_level_cases_and_deaths"
     default_args:
diff --git a/datasets/covid19_tracking/covid_racial_data_tracker/pipeline.yaml b/datasets/covid19_tracking/covid_racial_data_tracker/pipeline.yaml
index 199159662..4b1a06ce6 100644
--- a/datasets/covid19_tracking/covid_racial_data_tracker/pipeline.yaml
+++ b/datasets/covid19_tracking/covid_racial_data_tracker/pipeline.yaml
@@ -19,6 +19,7 @@ resources:
 
 dag:
   initialize:
+    airflow_version: 1
     dag_id: "covid_racial_data_tracker"
     default_args:
       owner: "Google"
diff --git a/datasets/covid19_tracking/national_testing_and_outcomes/pipeline.yaml b/datasets/covid19_tracking/national_testing_and_outcomes/pipeline.yaml
index e0db961d3..b76787fc8 100644
--- a/datasets/covid19_tracking/national_testing_and_outcomes/pipeline.yaml
+++ b/datasets/covid19_tracking/national_testing_and_outcomes/pipeline.yaml
@@ -18,6 +18,7 @@ resources:
     table_id: national_testing_and_outcomes
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: "national_testing_and_outcomes"
     default_args:
diff --git a/datasets/covid19_tracking/state_facility_level_long_term_care/pipeline.yaml b/datasets/covid19_tracking/state_facility_level_long_term_care/pipeline.yaml
index 753591fc4..9753a329a 100644
--- a/datasets/covid19_tracking/state_facility_level_long_term_care/pipeline.yaml
+++ b/datasets/covid19_tracking/state_facility_level_long_term_care/pipeline.yaml
@@ -18,6 +18,7 @@ resources:
     table_id: state_facility_level_long_term_care
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: "state_facility_level_long_term_care"
     default_args:
diff --git a/datasets/covid19_tracking/state_level_aggregate_long_term_care/pipeline.yaml b/datasets/covid19_tracking/state_level_aggregate_long_term_care/pipeline.yaml
index faabda735..4c2661800 100644
--- a/datasets/covid19_tracking/state_level_aggregate_long_term_care/pipeline.yaml
+++ b/datasets/covid19_tracking/state_level_aggregate_long_term_care/pipeline.yaml
@@ -18,6 +18,7 @@ resources:
     table_id: state_level_aggregate_long_term_care
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: "state_level_aggregate_long_term_care"
     default_args:
diff --git a/datasets/covid19_tracking/state_level_cumulative_long_term_care/pipeline.yaml b/datasets/covid19_tracking/state_level_cumulative_long_term_care/pipeline.yaml
index fbc08c498..ef896b7b4 100644
--- a/datasets/covid19_tracking/state_level_cumulative_long_term_care/pipeline.yaml
+++ b/datasets/covid19_tracking/state_level_cumulative_long_term_care/pipeline.yaml
@@ -18,6 +18,7 @@ resources:
     table_id: state_level_cumulative_long_term_care
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: "state_level_cumulative_long_term_care"
     default_args:
diff --git a/datasets/covid19_tracking/state_level_current_outbreak_long_term_care/pipeline.yaml b/datasets/covid19_tracking/state_level_current_outbreak_long_term_care/pipeline.yaml
index 4e8380d52..c0ef7294c 100644
--- a/datasets/covid19_tracking/state_level_current_outbreak_long_term_care/pipeline.yaml
+++ b/datasets/covid19_tracking/state_level_current_outbreak_long_term_care/pipeline.yaml
@@ -18,6 +18,7 @@ resources:
     table_id: state_level_current_outbreak_long_term_care
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: "state_level_current_outbreak_long_term_care"
     default_args:
diff --git a/datasets/covid19_tracking/state_screenshots/pipeline.yaml b/datasets/covid19_tracking/state_screenshots/pipeline.yaml
index aa6bac472..038119e5c 100644
--- a/datasets/covid19_tracking/state_screenshots/pipeline.yaml
+++ b/datasets/covid19_tracking/state_screenshots/pipeline.yaml
@@ -18,6 +18,7 @@ resources:
     table_id: state_screenshots
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: "state_screenshots"
     default_args:
diff --git a/datasets/covid19_tracking/state_testing_and_outcomes/pipeline.yaml b/datasets/covid19_tracking/state_testing_and_outcomes/pipeline.yaml
index 2a69397dc..b925ba3f4 100644
--- a/datasets/covid19_tracking/state_testing_and_outcomes/pipeline.yaml
+++ b/datasets/covid19_tracking/state_testing_and_outcomes/pipeline.yaml
@@ -18,6 +18,7 @@ resources:
     table_id: state_testing_and_outcomes
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: "state_testing_and_outcomes"
     default_args:
diff --git a/datasets/covid19_vaccination_access/vaccination_access_to_bq/pipeline.yaml b/datasets/covid19_vaccination_access/vaccination_access_to_bq/pipeline.yaml
index da61830a2..1ed5de751 100644
--- a/datasets/covid19_vaccination_access/vaccination_access_to_bq/pipeline.yaml
+++ b/datasets/covid19_vaccination_access/vaccination_access_to_bq/pipeline.yaml
@@ -28,6 +28,7 @@ resources:
     description: "This table represents the boundaries of areas surrounding vaccination facilities from which people can reach the facility by walking within predetermined time periods."
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: vaccination_access_to_bq
     default_args:
diff --git a/datasets/covid19_vaccination_search_insights/covid19_vaccination_search_insights/pipeline.yaml b/datasets/covid19_vaccination_search_insights/covid19_vaccination_search_insights/pipeline.yaml
index 98e1feb57..d2e8b4fcf 100644
--- a/datasets/covid19_vaccination_search_insights/covid19_vaccination_search_insights/pipeline.yaml
+++ b/datasets/covid19_vaccination_search_insights/covid19_vaccination_search_insights/pipeline.yaml
@@ -122,6 +122,7 @@ resources:
       ]
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: covid19_vaccination_search_insights
     default_args:
diff --git a/datasets/google_dei/diversity_annual_report/pipeline.yaml b/datasets/google_dei/diversity_annual_report/pipeline.yaml
index f6a8eeda8..9b4f87c3b 100644
--- a/datasets/google_dei/diversity_annual_report/pipeline.yaml
+++ b/datasets/google_dei/diversity_annual_report/pipeline.yaml
@@ -65,6 +65,7 @@ resources:
     deletion_protection: False
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: diversity_annual_report
     default_args:
diff --git a/datasets/google_trends/top_terms/pipeline.yaml b/datasets/google_trends/top_terms/pipeline.yaml
index 7ad017f18..980cf9784 100644
--- a/datasets/google_trends/top_terms/pipeline.yaml
+++ b/datasets/google_trends/top_terms/pipeline.yaml
@@ -93,6 +93,7 @@ resources:
       ]
 
 dag:
+  airflow_version: 1
   initialize:
     dag_id: top_terms
     default_args:
diff --git a/datasets/iowa_liquor_sales_forecasting/2020_sales_train/pipeline.yaml b/datasets/iowa_liquor_sales_forecasting/2020_sales_train/pipeline.yaml
index 5beca9843..f656a675c 100644
--- a/datasets/iowa_liquor_sales_forecasting/2020_sales_train/pipeline.yaml
+++ b/datasets/iowa_liquor_sales_forecasting/2020_sales_train/pipeline.yaml
@@ -36,6 +36,7 @@ dag:
   # The DAG acronym stands for directed acyclic graph. This block represents
   # your data pipeline along with every property and configuration it needs to
   # onboard your data.
+  airflow_version: 1
   initialize:
     dag_id: 2020_sales_train
     default_args:
diff --git a/datasets/iowa_liquor_sales_forecasting/2021_sales_predict/pipeline.yaml b/datasets/iowa_liquor_sales_forecasting/2021_sales_predict/pipeline.yaml
index 7460b3771..5a87adf3b 100644
--- a/datasets/iowa_liquor_sales_forecasting/2021_sales_predict/pipeline.yaml
+++ b/datasets/iowa_liquor_sales_forecasting/2021_sales_predict/pipeline.yaml
@@ -36,6 +36,7 @@ dag:
   # The DAG acronym stands for directed acyclic graph. This block represents
   # your data pipeline along with every property and configuration it needs to
   # onboard your data.
+  airflow_version: 1
   initialize:
     dag_id: 2021_sales_predict
     default_args:
diff --git a/datasets/ml_datasets/penguins/pipeline.yaml b/datasets/ml_datasets/penguins/pipeline.yaml
index 9bb8afe82..9bac05a60 100644
--- a/datasets/ml_datasets/penguins/pipeline.yaml
+++ b/datasets/ml_datasets/penguins/pipeline.yaml
@@ -36,6 +36,7 @@ dag:
   # The DAG acronym stands for directed acyclic graph. This block represents
   # your data pipeline along with every property and configuration it needs to
   # onboard your data.
+  airflow_version: 1
   initialize:
     dag_id: penguins
     default_args:
diff --git a/datasets/usa_names/usa_1910_current/pipeline.yaml b/datasets/usa_names/usa_1910_current/pipeline.yaml
index 8e8133cf8..53153ffca 100644
--- a/datasets/usa_names/usa_1910_current/pipeline.yaml
+++ b/datasets/usa_names/usa_1910_current/pipeline.yaml
@@ -22,6 +22,7 @@ resources:
       source: http://www.ssa.gov/OACT/babynames/limits.html
 
 dag:
+  airflow_version: 2
   initialize:
     dag_id: "usa_1910_current"
     default_args:
diff --git a/datasets/usa_names/usa_1910_current/usa_1910_current_dag.py b/datasets/usa_names/usa_1910_current/usa_1910_current_dag.py
index 35ddb42b1..eb00496a7 100644
--- a/datasets/usa_names/usa_1910_current/usa_1910_current_dag.py
+++ b/datasets/usa_names/usa_1910_current/usa_1910_current_dag.py
@@ -14,8 +14,8 @@
 
 
 from airflow import DAG
-from airflow.contrib.operators import gcs_to_bq
-from airflow.operators import bash_operator
+from airflow.operators import bash
+from airflow.providers.google.cloud.transfers import gcs_to_bigquery
 
 default_args = {
     "owner": "Google",
@@ -34,7 +34,7 @@
 ) as dag:
 
     # Task to copy `namesbystate.zip` from Social Security Administration to GCS
-    download_and_process_source_zip_file = bash_operator.BashOperator(
+    download_and_process_source_zip_file = bash.BashOperator(
         task_id="download_and_process_source_zip_file",
         bash_command="mkdir -p $data_dir/{{ ds }}\ncurl -o $data_dir/{{ ds }}/namesbystate.zip -L $zip_source_url\nunzip $data_dir/{{ ds }}/namesbystate.zip -d $data_dir/{{ ds }}\ncat $data_dir/{{ ds }}/*.TXT \u003e\u003e $data_dir/{{ ds }}/data.csv\n",
         env={
@@ -44,7 +44,7 @@
     )
 
     # Task to load the data from Airflow data folder to BigQuery
-    load_csv_file_to_bq_table = gcs_to_bq.GoogleCloudStorageToBigQueryOperator(
+    load_csv_file_to_bq_table = gcs_to_bigquery.GCSToBigQueryOperator(
         task_id="load_csv_file_to_bq_table",
         bucket="{{ var.json.shared.composer_bucket }}",
         source_objects=["data/usa_names/usa_1910_current/{{ ds }}/data.csv"],
diff --git a/datasets/vizgen_merfish/mouse_brain_map/pipeline.yaml b/datasets/vizgen_merfish/mouse_brain_map/pipeline.yaml
index f5d0c1143..80999eefc 100644
--- a/datasets/vizgen_merfish/mouse_brain_map/pipeline.yaml
+++ b/datasets/vizgen_merfish/mouse_brain_map/pipeline.yaml
@@ -19,6 +19,7 @@ dag:
   # The DAG acronym stands for directed acyclic graph. This block represents
   # your data pipeline along with every property and configuration it needs to
   # onboard your data.
+  airflow_version: 1
   initialize:
     dag_id: mouse_brain_map
     default_args:
diff --git a/requirements-dev.txt b/requirements-dev.txt
index 522a83448..00d8cd15d 100644
--- a/requirements-dev.txt
+++ b/requirements-dev.txt
@@ -6,156 +6,192 @@
 #
 
 -i https://pypi.org/simple
-alembic==1.6.2; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
-apache-airflow[google]==1.10.14
-apispec[yaml]==1.3.3
+alembic==1.6.5; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
+anyio==3.3.0; python_full_version >= '3.6.2'
+apache-airflow-providers-cncf-kubernetes==2.0.1
+apache-airflow-providers-ftp==2.0.0; python_version ~= '3.6'
+apache-airflow-providers-google==5.0.0
+apache-airflow-providers-imap==2.0.0; python_version ~= '3.6'
+apache-airflow-providers-sqlite==2.0.0; python_version ~= '3.6'
+apache-airflow==2.1.1
+apispec[yaml]==3.3.2; python_full_version >= '3.5.0'
 appdirs==1.4.4
 argcomplete==1.12.3
 attrs==20.3.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
 babel==2.9.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+backports.entry-points-selectable==1.1.0; python_version >= '2.7'
 black==20.8b1
-cached-property==1.5.2
+blinker==1.4
 cachetools==4.2.2; python_version ~= '3.5'
-cattrs==1.6.0; python_version >= '3.7'
-certifi==2020.12.5
-cffi==1.14.5
-chardet==3.0.4; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+cattrs==1.5.0; python_version > '3.6'
+certifi==2021.5.30
+cffi==1.14.6
+charset-normalizer==2.0.4; python_version >= '3'
 click==7.1.2; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+clickclick==20.10.2
 colorama==0.4.4; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
-colorlog==4.0.2
-configparser==3.5.3; python_version >= '2.6'
-croniter==0.3.37; python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'
-cryptography==3.4.7; python_version >= '3.0'
+colorlog==4.8.0
+commonmark==0.9.1
+croniter==1.0.15; python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'
+cryptography==3.4.7; python_version >= '3.6'
 defusedxml==0.7.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
-dill==0.3.3; python_version >= '2.6' and python_version != '3.0'
+dill==0.3.4; python_version >= '2.7' and python_version != '3.0'
+distlib==0.3.2
 dnspython==2.1.0; python_version >= '3.6'
-docutils==0.17.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
-email-validator==1.1.2
-flake8==3.8.4
-flask-admin==1.5.4
-flask-appbuilder==2.3.4; python_version >= '3.6'
+docutils==0.16; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+email-validator==1.1.3; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+filelock==3.0.12
+flake8==3.9.2
+flask-appbuilder==3.3.2; python_version ~= '3.6'
 flask-babel==1.0.0
-flask-caching==1.3.3
-flask-jwt-extended==3.25.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4'
+flask-caching==1.10.1; python_full_version >= '3.5.0'
+flask-jwt-extended==3.25.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4.0'
 flask-login==0.4.1
 flask-openid==1.2.5
 flask-sqlalchemy==2.5.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-flask-swagger==0.2.14
 flask-wtf==0.14.3
 flask==1.1.4; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
-funcsigs==1.0.2
-future==0.18.2; python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'
-google-api-core[grpc,grpcgcp]==1.26.3; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
-google-api-python-client==1.12.8
+google-ads==13.0.0; python_version >= '3.7'
+google-api-core[grpc,grpcgcp]==1.31.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
+google-api-python-client==1.12.8; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
 google-auth-httplib2==0.1.0
-google-auth-oauthlib==0.4.4; python_version >= '3.6'
-google-auth==1.30.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
-google-cloud-bigquery-storage==2.4.0
-google-cloud-bigquery[bqstorage,pandas]==2.16.1; python_version < '3.10' and python_version >= '3.6'
-google-cloud-bigtable==1.7.0
-google-cloud-container==1.0.1
-google-cloud-core==1.6.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
-google-cloud-dlp==1.0.0
-google-cloud-language==1.3.0
-google-cloud-secret-manager==1.0.0
-google-cloud-spanner==1.19.1
-google-cloud-speech==1.3.2
-google-cloud-storage==1.38.0
-google-cloud-texttospeech==1.0.1
-google-cloud-translate==1.7.0
-google-cloud-videointelligence==1.16.1
-google-cloud-vision==1.0.0
+google-auth-oauthlib==0.4.5; python_version >= '3.6'
+google-auth==1.34.0; python_version >= '3.6'
+google-cloud-appengine-logging==0.1.4; python_version >= '3.6'
+google-cloud-audit-log==0.1.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+google-cloud-automl==2.4.2; python_version >= '3.6'
+google-cloud-bigquery-datatransfer==3.3.1; python_version >= '3.6'
+google-cloud-bigquery-storage==2.6.2
+google-cloud-bigquery[bqstorage,pandas]==2.23.2; python_version < '3.10' and python_version >= '3.6'
+google-cloud-bigtable==1.7.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+google-cloud-container==1.0.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+google-cloud-core==1.7.2; python_version >= '3.6'
+google-cloud-datacatalog==3.4.0
+google-cloud-dataproc==2.5.0; python_version >= '3.6'
+google-cloud-dlp==1.0.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+google-cloud-kms==2.4.3; python_version >= '3.6'
+google-cloud-language==1.3.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+google-cloud-logging==2.6.0; python_version >= '3.6'
+google-cloud-memcache==1.0.0; python_version >= '3.6'
+google-cloud-monitoring==2.4.2; python_version >= '3.6'
+google-cloud-os-login==2.3.1; python_version >= '3.6'
+google-cloud-pubsub==2.7.0; python_version >= '3.6'
+google-cloud-redis==2.2.2; python_version >= '3.6'
+google-cloud-secret-manager==1.0.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+google-cloud-spanner==1.19.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+google-cloud-speech==1.3.2; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+google-cloud-storage==1.41.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
+google-cloud-tasks==2.5.1; python_version >= '3.6'
+google-cloud-texttospeech==1.0.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+google-cloud-translate==1.7.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+google-cloud-videointelligence==1.16.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+google-cloud-vision==1.0.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+google-cloud-workflows==1.2.1; python_version >= '3.6'
 google-crc32c==1.1.2; python_version >= '3.5'
-google-resumable-media==1.2.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
+google-resumable-media==1.3.3; python_version >= '3.6'
 googleapis-common-protos[grpc]==1.53.0; python_version >= '3.6'
-graphviz==0.16; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
+graphviz==0.17; python_version >= '3.6'
 grpc-google-iam-v1==0.12.3
 grpcio-gcp==0.2.2
-grpcio==1.37.1
-gunicorn==20.1.0; python_version >= '3.5'
+grpcio==1.39.0
+gunicorn==20.1.0; python_full_version >= '3.5.0'
+h11==0.12.0; python_version >= '3.6'
+httpcore==0.13.6; python_version >= '3.6'
 httplib2==0.19.1
-idna==2.10; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+httpx==0.18.2; python_version >= '3.6'
+idna==3.2
+importlib-metadata==1.7.0; python_version < '3.9'
 importlib-resources==1.5.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+inflection==0.5.1; python_full_version >= '3.5.0'
 iniconfig==1.1.1
-iso8601==0.1.14
-isort==5.8.0
+iso8601==0.1.16
+isodate==0.6.0
+isort==5.9.3
 itsdangerous==1.1.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
 jinja2==2.11.3
 json-merge-patch==0.2
 jsonschema==3.2.0
-kubernetes==17.17.0
-lazy-object-proxy==1.4.3; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+kubernetes==11.0.0
+lazy-object-proxy==1.6.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
 libcst==0.3.19; python_version >= '3.6'
 lockfile==0.12.2
 mako==1.1.4; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-markdown==2.6.11
-markupsafe==2.0.0; python_version >= '3.6'
+markdown==3.3.4; python_version >= '3.6'
+markupsafe==1.1.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
 marshmallow-enum==1.5.1
+marshmallow-oneofschema==3.0.1; python_version >= '3.6'
 marshmallow-sqlalchemy==0.23.1; python_version >= '3.6'
-marshmallow==2.21.0
+marshmallow==3.13.0; python_full_version >= '3.5.0'
 mccabe==0.6.1
 mypy-extensions==0.4.3
-natsort==7.1.1; python_version >= '3.4'
-numpy==1.20.3; python_version >= '3.7'
-oauthlib==3.1.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-packaging==20.9; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+nox==2020.12.31; python_version >= '3.6'
+numpy==1.21.1; python_version >= '3.7'
+oauthlib==3.1.1; python_version >= '3.6'
+openapi-schema-validator==0.1.5; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+openapi-spec-validator==0.3.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+packaging==21.0; python_version >= '3.6'
 pandas-gbq==0.14.1
-pandas==1.2.4
-pathspec==0.8.1
-pendulum==1.4.4; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+pandas==1.3.1
+pathspec==0.9.0
+pendulum==2.1.2; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+platformdirs==2.2.0; python_version >= '3.6'
 pluggy==0.13.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
 prison==0.1.3
-proto-plus==1.18.1; python_version >= '3.6'
-protobuf==3.17.0
+proto-plus==1.19.0; python_version >= '3.6'
+protobuf==3.17.3
 psutil==5.8.0; python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'
 py==1.10.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-pyarrow==4.0.0
+pyarrow==5.0.0
 pyasn1-modules==0.2.8
 pyasn1==0.4.8
-pycodestyle==2.6.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+pycodestyle==2.7.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
 pycparser==2.20; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
 pydata-google-auth==1.2.0
-pyflakes==2.2.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-pygments==2.9.0; python_version >= '3.5'
+pyflakes==2.3.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+pygments==2.9.0; python_full_version >= '3.5.0'
 pyjwt==1.7.1
-pyopenssl==20.0.1
-pyparsing==2.4.7; python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'
-pyrsistent==0.17.3; python_version >= '3.5'
+pyopenssl==20.0.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+pyparsing==2.4.7; python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2'
+pyrsistent==0.18.0; python_version >= '3.6'
 pytest-mock==3.6.1
 pytest==6.2.4
 python-daemon==2.3.0
-python-dateutil==2.8.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+python-dateutil==2.8.2; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'
 python-editor==1.0.4
 python-nvd3==0.15.0
 python-slugify==4.0.1
 python3-openid==3.2.0
 pytz==2021.1
 pytzdata==2020.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-pyyaml==5.4.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
-regex==2021.4.4
+pyyaml==5.4.1
+regex==2021.8.3
 requests-oauthlib==1.3.0
-requests==2.23.0; python_version >= '3.0'
+requests==2.26.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4, 3.5'
+rfc3986[idna2008]==1.5.0
+rich==10.7.0; python_version >= '3.6' and python_version < '4.0'
 rsa==4.7.2; python_version >= '3.6'
-ruamel.yaml.clib==0.2.2; python_version < '3.9' and platform_python_implementation == 'CPython'
-ruamel.yaml==0.16.12
+ruamel.yaml.clib==0.2.6; platform_python_implementation == 'CPython' and python_version < '3.10'
+ruamel.yaml==0.17.10
 setproctitle==1.2.2; python_version >= '3.6'
-six==1.16.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-sqlalchemy-jsonfield==0.9.0; python_version >= '3.5'
-sqlalchemy-utils==0.37.3; python_version ~= '3.4'
-sqlalchemy==1.3.15
+six==1.16.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'
+sniffio==1.2.0; python_full_version >= '3.5.0'
+sqlalchemy-jsonfield==1.0.0; python_full_version >= '3.5.0'
+sqlalchemy-utils==0.37.8; python_version ~= '3.4'
+sqlalchemy==1.3.18
+swagger-ui-bundle==0.0.8
 tabulate==0.8.9
-tenacity==4.12.0
+tenacity==6.2.0
+termcolor==1.1.0
 text-unidecode==1.3
-thrift==0.13.0
-toml==0.10.2; python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'
+toml==0.10.2; python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2'
 typed-ast==1.4.3
 typing-extensions==3.10.0.0
-typing-inspect==0.6.0
-tzlocal==1.5.1
+typing-inspect==0.7.1
 unicodecsv==0.14.1
 uritemplate==3.0.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
-urllib3==1.25.11; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4'
-websocket-client==0.59.0; python_version >= '2.6' and python_version not in '3.0, 3.1, 3.2, 3.3'
-werkzeug==0.16.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'
+urllib3==1.26.6; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4' and python_version < '4.0'
+virtualenv==20.7.0; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
+websocket-client==1.1.1; python_version >= '3.6'
+werkzeug==1.0.1; python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'
 wtforms==2.3.3
-zope.deprecation==4.4.0
+zipp==3.5.0; python_version >= '3.6'
diff --git a/samples/pipeline.yaml b/samples/pipeline.yaml
index ea4cf77dc..37b943d9a 100644
--- a/samples/pipeline.yaml
+++ b/samples/pipeline.yaml
@@ -12,6 +12,15 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+
+# ===== NOTE =====
+# This YAML config template is used to write DAGs that use Airflow 1.10 operators.
+# You can keep using this template when deploying to an environment that uses Airflow 2,
+# they will keep working due to backport compatibility.
+#
+# For tracking progress on the YAML config templates that use Airflow 2 operators, see
+# https://github.com/GoogleCloudPlatform/public-datasets-pipelines/issues/137.
+
 ---
 resources:
   # A list of GCP resources that are unique and specific to your pipeline.
@@ -58,6 +67,9 @@ resources:
     deletion_protection: true
 
 dag:
+  # Specify the Airflow version of the operators used by the DAG. Defaults to Airflow 2 when unspecified.
+  airflow_version: 1
+
   # The DAG acronym stands for directed acyclic graph. This block represents
   # your data pipeline along with every property and configuration it needs to
   # onboard your data.
diff --git a/scripts/dag_imports.json b/scripts/dag_imports.json
index 9af103771..302ced257 100644
--- a/scripts/dag_imports.json
+++ b/scripts/dag_imports.json
@@ -1,5 +1,5 @@
 {
-    "1.10.15": {
+    "1": {
         "BashOperator": {
             "import": "from airflow.operators import bash_operator",
             "class": "bash_operator.BashOperator"
@@ -28,5 +28,31 @@
             "import": "from airflow.contrib.operators import gcs_delete_operator",
             "class": "gcs_delete_operator.GoogleCloudStorageDeleteOperator"
         }
+    },
+    "2": {
+      "BashOperator": {
+        "import": "from airflow.operators import bash",
+        "class": "bash.BashOperator"
+      },
+      "GoogleCloudStorageToBigQueryOperator": {
+        "import": "from airflow.providers.google.cloud.transfers import gcs_to_bigquery",
+        "class": "gcs_to_bigquery.GCSToBigQueryOperator"
+      },
+      "GoogleCloudStorageToGoogleCloudStorageOperator": {
+        "import": "from airflow.providers.google.cloud.transfers import gcs_to_gcs",
+        "class": "gcs_to_gcs.GCSToGCSOperator"
+      },
+      "GoogleCloudStorageDeleteOperator": {
+        "import": "from airflow.providers.google.cloud.operators import gcs",
+        "class": "gcs.GCSDeleteObjectsOperator"
+      },
+      "BigQueryInsertJobOperator": {
+        "import": "from airflow.providers.google.cloud.operators import bigquery",
+        "class": "bigquery.BigQueryInsertJobOperator"
+      },
+      "KubernetesPodOperator": {
+          "import": "from airflow.providers.cncf.kubernetes.operators import kubernetes_pod",
+          "class": "kubernetes_pod.KubernetesPodOperator"
+      }
     }
 }
diff --git a/scripts/deploy_dag.py b/scripts/deploy_dag.py
index 94e5be055..01528fb0b 100644
--- a/scripts/deploy_dag.py
+++ b/scripts/deploy_dag.py
@@ -14,14 +14,24 @@
 
 
 import argparse
+import json
 import pathlib
 import subprocess
 import typing
 import warnings
 
+from ruamel import yaml
+
+yaml = yaml.YAML(typ="safe")
+
 CURRENT_PATH = pathlib.Path(__file__).resolve().parent
 PROJECT_ROOT = CURRENT_PATH.parent
 DATASETS_PATH = PROJECT_ROOT / "datasets"
+DEFAULT_AIRFLOW_VERSION = 1
+
+
+class IncompatibilityError(Exception):
+    pass
 
 
 def main(
@@ -44,11 +54,20 @@ def main(
 
     print("========== AIRFLOW DAGS ==========")
     if pipeline:
-        pipelines = [env_path / "datasets" / pipeline]
+        pipelines = [env_path / "datasets" / dataset_id / pipeline]
     else:
         pipelines = list_subdirs(env_path / "datasets" / dataset_id)
 
+    if local:
+        runtime_airflow_version = local_airflow_version()
+    else:
+        runtime_airflow_version = composer_airflow_version(
+            composer_env, composer_region
+        )
+
     for pipeline_path in pipelines:
+        check_airflow_version_compatibility(pipeline_path, runtime_airflow_version)
+
         copy_custom_callables_to_airflow_dags_folder(
             local,
             env_path,
@@ -127,6 +146,7 @@ def run_cloud_composer_vars_import(
     subprocess.check_call(
         [
             "gcloud",
+            "beta",
             "composer",
             "environments",
             "run",
@@ -135,7 +155,7 @@ def run_cloud_composer_vars_import(
             str(composer_region),
             "variables",
             "--",
-            "--import",
+            "import",
             str(airflow_path),
         ],
         cwd=cwd,
@@ -266,6 +286,60 @@ def list_subdirs(path: pathlib.Path) -> typing.List[pathlib.Path]:
     return subdirs
 
 
+def local_airflow_version() -> str:
+    airflow_version = subprocess.run(
+        ["airflow", "version"], stdout=subprocess.PIPE
+    ).stdout.decode("utf-8")
+    return 2 if airflow_version.startswith("2") else 1
+
+
+def composer_airflow_version(composer_env: str, composer_region: str) -> str:
+    composer_env = json.loads(
+        subprocess.run(
+            [
+                "gcloud",
+                "composer",
+                "environments",
+                "describe",
+                composer_env,
+                "--location",
+                composer_region,
+                "--format",
+                "json",
+            ],
+            stdout=subprocess.PIPE,
+        ).stdout.decode("utf-8")
+    )
+
+    # Example image version: composer-1.17.0-preview.8-airflow-2.1.1
+    image_version = composer_env["config"]["softwareConfig"]["imageVersion"]
+
+    airflow_version = image_version.split("-airflow-")[-1]
+    return 2 if airflow_version.startswith("2") else 1
+
+
+def get_dag_airflow_version(config: dict) -> int:
+    return config["dag"].get("airflow_version", DEFAULT_AIRFLOW_VERSION)
+
+
+def check_airflow_version_compatibility(
+    pipeline_path: pathlib.Path, runtime_airflow_version: int
+) -> None:
+    """If a DAG uses Airflow 2 operators but the runtime version uses Airflow 1,
+    raise a compatibility error. On the other hand, DAGs using Airflow 1.x operators
+    can still run in an Airflow 2 runtime environment via backport providers.
+    """
+    dag_airflow_version = get_dag_airflow_version(
+        yaml.load((pipeline_path / "pipeline.yaml").read_text())
+    )
+
+    if dag_airflow_version > runtime_airflow_version:
+        raise IncompatibilityError(
+            f"The DAG {pipeline_path.name} uses Airflow 2, but"
+            " you are deploying to an Airflow 1.x environment."
+        )
+
+
 if __name__ == "__main__":
     parser = argparse.ArgumentParser(
         description="Deploy DAGs and variables to an Airflow environment"
diff --git a/scripts/generate_dag.py b/scripts/generate_dag.py
index 0aeb40039..93a61e437 100644
--- a/scripts/generate_dag.py
+++ b/scripts/generate_dag.py
@@ -50,7 +50,7 @@
     "default_args": AIRFLOW_TEMPLATES_PATH / "default_args.py.jinja2",
 }
 
-AIRFLOW_VERSION = "1.10.15"
+DEFAULT_AIRFLOW_VERSION = 2
 AIRFLOW_IMPORTS = json.load(open(CURRENT_PATH / "dag_imports.json"))
 
 
@@ -80,24 +80,18 @@ def generate_pipeline_dag(dataset_id: str, pipeline_id: str, env: str):
     validate_dag_id_existence_and_format(config)
     dag_contents = generate_dag(config, dataset_id)
 
-    target_path = pipeline_dir / f"{pipeline_id}_dag.py"
-    create_file_in_dot_and_project_dirs(
-        dataset_id,
-        pipeline_id,
-        dag_contents,
-        target_path.name,
-        PROJECT_ROOT / f".{env}",
-    )
-    write_to_file(dag_contents, target_path)
+    dag_path = pipeline_dir / f"{pipeline_id}_dag.py"
+    dag_path.touch()
+    write_to_file(dag_contents, dag_path)
+    format_python_code(dag_path)
 
-    copy_custom_callables_to_dot_dir(
+    copy_files_to_dot_dir(
         dataset_id,
         pipeline_id,
         PROJECT_ROOT / f".{env}",
     )
 
     print_airflow_variables(dataset_id, dag_contents, env)
-    format_python_code(target_path)
 
 
 def generate_dag(config: dict, dataset_id: str) -> str:
@@ -111,16 +105,18 @@ def generate_dag(config: dict, dataset_id: str) -> str:
 
 
 def generate_package_imports(config: dict) -> str:
+    _airflow_version = airflow_version(config)
     contents = {"from airflow import DAG"}
     for task in config["dag"]["tasks"]:
-        contents.add(AIRFLOW_IMPORTS[AIRFLOW_VERSION][task["operator"]]["import"])
+        contents.add(AIRFLOW_IMPORTS[_airflow_version][task["operator"]]["import"])
     return "\n".join(contents)
 
 
 def generate_tasks(config: dict) -> list:
+    _airflow_version = airflow_version(config)
     contents = []
     for task in config["dag"]["tasks"]:
-        contents.append(generate_task_contents(task))
+        contents.append(generate_task_contents(task, _airflow_version))
     return contents
 
 
@@ -138,24 +134,30 @@ def generate_dag_context(config: dict, dataset_id: str) -> str:
     )
 
 
-def generate_task_contents(task: dict) -> str:
+def generate_task_contents(task: dict, airflow_version: str) -> str:
     validate_task(task)
     return jinja2.Template(TEMPLATE_PATHS["task"].read_text()).render(
         **task,
-        namespaced_operator=AIRFLOW_IMPORTS[AIRFLOW_VERSION][task["operator"]]["class"],
+        namespaced_operator=AIRFLOW_IMPORTS[airflow_version][task["operator"]]["class"],
     )
 
 
 def generate_shared_variables_file(env: str) -> None:
-    pathlib.Path(
+    shared_variables_file = pathlib.Path(
         PROJECT_ROOT / f".{env}" / "datasets" / "shared_variables.json"
-    ).touch()
+    )
+    shared_variables_file.touch()
+    shared_variables_file.write_text("{}", encoding="utf-8")
 
 
 def dag_init(config: dict) -> dict:
     return config["dag"].get("initialize") or config["dag"].get("init")
 
 
+def airflow_version(config: dict) -> str:
+    return str(config["dag"].get("airflow_version", DEFAULT_AIRFLOW_VERSION))
+
+
 def namespaced_dag_id(dag_id: str, dataset_id: str) -> str:
     return f"{dataset_id}.{dag_id}"
 
@@ -219,34 +221,13 @@ def print_airflow_variables(dataset_id: str, dag_contents: str, env: str):
     print()
 
 
-def create_file_in_dot_and_project_dirs(
-    dataset_id: str,
-    pipeline_id: str,
-    contents: str,
-    filename: str,
-    env_dir: pathlib.Path,
-):
-    print("\nCreated\n")
-    for prefix in (
-        env_dir / "datasets" / dataset_id / pipeline_id,
-        DATASETS_PATH / dataset_id / pipeline_id,
-    ):
-        prefix.mkdir(parents=True, exist_ok=True)
-        target_path = prefix / filename
-        write_to_file(contents + "\n", target_path)
-        print(f"  - {target_path.relative_to(PROJECT_ROOT)}")
-
-
-def copy_custom_callables_to_dot_dir(
-    dataset_id: str, pipeline_id: str, env_dir: pathlib.Path
-):
-    callables_dir = DATASETS_PATH / dataset_id / pipeline_id / "custom"
-    if callables_dir.exists():
-        target_dir = env_dir / "datasets" / dataset_id / pipeline_id
-        target_dir.mkdir(parents=True, exist_ok=True)
-        subprocess.check_call(
-            ["cp", "-rf", str(callables_dir), str(target_dir)], cwd=PROJECT_ROOT
-        )
+def copy_files_to_dot_dir(dataset_id: str, pipeline_id: str, env_dir: pathlib.Path):
+    source_dir = PROJECT_ROOT / "datasets" / dataset_id / pipeline_id
+    target_dir = env_dir / "datasets" / dataset_id
+    target_dir.mkdir(parents=True, exist_ok=True)
+    subprocess.check_call(
+        ["cp", "-rf", str(source_dir), str(target_dir)], cwd=PROJECT_ROOT
+    )
 
 
 def build_images(dataset_id: str, env: str):
diff --git a/tests/scripts/test_deploy_dag.py b/tests/scripts/test_deploy_dag.py
index 25d189259..3a855541e 100644
--- a/tests/scripts/test_deploy_dag.py
+++ b/tests/scripts/test_deploy_dag.py
@@ -90,6 +90,13 @@ def copy_config_files_and_set_tmp_folder_names_as_ids(
         )
     )
     generate_dag.write_to_file(pipeline_yaml_str, pipeline_path / "pipeline.yaml")
+    (ENV_DATASETS_PATH / dataset_path.name / pipeline_path.name).mkdir(
+        parents=True, exist_ok=True
+    )
+    shutil.copyfile(
+        pipeline_path / "pipeline.yaml",
+        ENV_DATASETS_PATH / dataset_path.name / pipeline_path.name / "pipeline.yaml",
+    )
 
 
 def create_airflow_folders(airflow_home: pathlib.Path):
@@ -204,6 +211,7 @@ def test_script_can_deploy_without_variables_files(
 
     mocker.patch("scripts.deploy_dag.run_gsutil_cmd")
     mocker.patch("scripts.deploy_dag.run_cloud_composer_vars_import")
+    mocker.patch("scripts.deploy_dag.composer_airflow_version", return_value=1)
 
     deploy_dag.main(
         local=False,
@@ -217,6 +225,37 @@ def test_script_can_deploy_without_variables_files(
     )
 
 
+def test_script_errors_out_when_deploying_airflow2_dag_to_airflow1_env(
+    dataset_path: pathlib.Path,
+    pipeline_path: pathlib.Path,
+    airflow_home: pathlib.Path,
+    env: str,
+    mocker,
+):
+    setup_dag_and_variables(
+        dataset_path,
+        pipeline_path,
+        airflow_home,
+        env,
+        f"{dataset_path.name}_variables.json",
+    )
+
+    mocker.patch("scripts.deploy_dag.get_dag_airflow_version", return_value=2)
+    mocker.patch("scripts.deploy_dag.composer_airflow_version", return_value=1)
+
+    with pytest.raises(Exception):
+        deploy_dag.main(
+            local=False,
+            env_path=ENV_PATH,
+            dataset_id=dataset_path.name,
+            pipeline=pipeline_path.name,
+            airflow_home=airflow_home,
+            composer_env="test-env",
+            composer_bucket="test-bucket",
+            composer_region="test-region",
+        )
+
+
 def test_script_with_pipeline_arg_deploys_only_that_pipeline(
     dataset_path: pathlib.Path,
     pipeline_path: pathlib.Path,
diff --git a/tests/scripts/test_generate_dag.py b/tests/scripts/test_generate_dag.py
index f0f0b3b0f..842aa69d5 100644
--- a/tests/scripts/test_generate_dag.py
+++ b/tests/scripts/test_generate_dag.py
@@ -110,6 +110,20 @@ def test_main_generates_dag_files(
         assert (path_prefix / f"{pipeline_path.name}_dag.py").exists()
 
 
+def test_main_copies_pipeline_yaml_file(
+    dataset_path: pathlib.Path, pipeline_path: pathlib.Path, env: str
+):
+    copy_config_files_and_set_tmp_folder_names_as_ids(dataset_path, pipeline_path)
+
+    generate_dag.main(dataset_path.name, pipeline_path.name, env)
+
+    for path_prefix in (
+        pipeline_path,
+        ENV_DATASETS_PATH / dataset_path.name / pipeline_path.name,
+    ):
+        assert (path_prefix / "pipeline.yaml").exists()
+
+
 def test_main_copies_custom_dir_if_it_exists(
     dataset_path: pathlib.Path, pipeline_path: pathlib.Path, env: str
 ):
@@ -140,6 +154,64 @@ def test_main_creates_shared_variables_file(
     assert not (ENV_DATASETS_PATH / "shared_variables.json").is_dir()
 
 
+def test_main_uses_airflow1_operators_when_airflow_version_is_set_to_1(
+    dataset_path: pathlib.Path, pipeline_path: pathlib.Path, env: str
+):
+    copy_config_files_and_set_tmp_folder_names_as_ids(dataset_path, pipeline_path)
+
+    # Verify that the template uses Airflow 1
+    config = yaml.load(open(pipeline_path / "pipeline.yaml"))
+    assert config["dag"]["airflow_version"] == 1
+
+    generate_dag.main(dataset_path.name, pipeline_path.name, env)
+
+    for path_prefix in (
+        pipeline_path,
+        ENV_DATASETS_PATH / dataset_path.name / pipeline_path.name,
+    ):
+        assert (path_prefix / f"{pipeline_path.name}_dag.py").exists()
+        assert (
+            "airflow.contrib.operators"
+            in (path_prefix / f"{pipeline_path.name}_dag.py").read_text()
+        )
+        assert (
+            "airflow.providers.google"
+            not in (path_prefix / f"{pipeline_path.name}_dag.py").read_text()
+        )
+
+
+#  Requires a pipeline.yaml config that uses Airflow2 operators. Soon to follow.
+#  See https://github.com/GoogleCloudPlatform/public-datasets-pipelines/issues/137
+@pytest.mark.skip()
+def test_main_defaults_to_using_airflow2_when_airflow_version_is_unspecified(
+    dataset_path: pathlib.Path, pipeline_path: pathlib.Path, env: str
+):
+    copy_config_files_and_set_tmp_folder_names_as_ids(dataset_path, pipeline_path)
+
+    config = yaml.load(open(pipeline_path / "pipeline.yaml"))
+
+    # Delete the `airflow_version` field in the pipeline YAML config
+    del config["dag"]["airflow_version"]
+    with open(pipeline_path / "pipeline.yaml", "w") as file:
+        yaml.dump(config, file)
+
+    generate_dag.main(dataset_path.name, pipeline_path.name, env)
+
+    for path_prefix in (
+        pipeline_path,
+        ENV_DATASETS_PATH / dataset_path.name / pipeline_path.name,
+    ):
+        assert (path_prefix / f"{pipeline_path.name}_dag.py").exists()
+        assert (
+            "providers.google"
+            in (path_prefix / f"{pipeline_path.name}_dag.py").read_text()
+        )
+        assert (
+            "airflow.contrib.operators"
+            not in (path_prefix / f"{pipeline_path.name}_dag.py").read_text()
+        )
+
+
 def test_main_only_depends_on_pipeline_yaml(
     dataset_path: pathlib.Path, pipeline_path: pathlib.Path, env: str
 ):