diff --git a/requirements/main.in b/requirements/main.in
index 8a3b2f9b0573..134965780916 100644
--- a/requirements/main.in
+++ b/requirements/main.in
@@ -14,7 +14,7 @@ disposable-email-domains
 elasticsearch>=7.0.0,<7.11.0
 elasticsearch_dsl>=7.0.0,<8.0.0
 first
-google-cloud-bigquery<3.0.0  # https://github.com/googleapis/python-bigquery/issues/1196
+google-cloud-bigquery<4.0.0  # https://github.com/googleapis/python-bigquery/issues/1196
 google-cloud-storage
 hiredis
 html5lib
diff --git a/requirements/main.txt b/requirements/main.txt
index d89cce5d1e3e..78333ec79e44 100644
--- a/requirements/main.txt
+++ b/requirements/main.txt
@@ -357,6 +357,7 @@ google-api-core[grpc]==2.6.1 \
     --hash=sha256:eadba785e358e61be576f2a93f361bb15f144162814c7b3303e78c12288aa33f
     # via
     #   google-cloud-bigquery
+    #   google-cloud-bigquery-storage
     #   google-cloud-core
     #   google-cloud-storage
 google-auth==2.6.6 \
@@ -366,10 +367,14 @@ google-auth==2.6.6 \
     #   google-api-core
     #   google-cloud-core
     #   google-cloud-storage
-google-cloud-bigquery==2.34.2 \
-    --hash=sha256:0eb882df30a00f5a1ef3d339a23a670230800b2ab249459591a7e685aad6714f \
-    --hash=sha256:bd7de9e3126ea0975d1f5b25e69c28b644c69821c229327e64b38e44fb16497e
+google-cloud-bigquery==3.1.0 \
+    --hash=sha256:d2d6caf78d1c133e7ffd9b0b7e2d7df1f9b2f703de377497b96d9a74cfe8ec02 \
+    --hash=sha256:d7cf136dccb6e754bc364553c7a92d31c90fbdb74d06f311a489588d548ac655
     # via -r requirements/main.in
+google-cloud-bigquery-storage==2.13.2 \
+    --hash=sha256:ac4ce734e805aca7e73a69617b14d31e690a113446136e92292a74e1d8b3e3b2 \
+    --hash=sha256:b3f72c66e6c92afdb8ba76b81cceba1969d217a205c35acb4eb1a5257b7fd21d
+    # via google-cloud-bigquery
 google-cloud-core==2.3.0 \
     --hash=sha256:35900f614045a33d5208e1d50f0d7945df98ce088388ce7237e7a2db12d5656e \
     --hash=sha256:fdaa629e6174b4177c2d56eb8ab1ddd87661064d0a3e9bb06b62e4d7e2344669
@@ -812,6 +817,30 @@ natsort==8.1.0 \
     --hash=sha256:c7c1f3f27c375719a4dfcab353909fe39f26c2032a062a8c80cc844eaaca0445 \
     --hash=sha256:f59988d2f24e77b6b56f8a8f882d5df6b3b637e09e075abc67b486d59fba1a4b
     # via -r requirements/main.in
+numpy==1.22.4 \
+    --hash=sha256:0791fbd1e43bf74b3502133207e378901272f3c156c4df4954cad833b1380207 \
+    --hash=sha256:1ce7ab2053e36c0a71e7a13a7475bd3b1f54750b4b433adc96313e127b870887 \
+    --hash=sha256:2d487e06ecbf1dc2f18e7efce82ded4f705f4bd0cd02677ffccfb39e5c284c7e \
+    --hash=sha256:37431a77ceb9307c28382c9773da9f306435135fae6b80b62a11c53cfedd8802 \
+    --hash=sha256:3e1ffa4748168e1cc8d3cde93f006fe92b5421396221a02f2274aab6ac83b077 \
+    --hash=sha256:425b390e4619f58d8526b3dcf656dde069133ae5c240229821f01b5f44ea07af \
+    --hash=sha256:43a8ca7391b626b4c4fe20aefe79fec683279e31e7c79716863b4b25021e0e74 \
+    --hash=sha256:4c6036521f11a731ce0648f10c18ae66d7143865f19f7299943c985cdc95afb5 \
+    --hash=sha256:59d55e634968b8f77d3fd674a3cf0b96e85147cd6556ec64ade018f27e9479e1 \
+    --hash=sha256:64f56fc53a2d18b1924abd15745e30d82a5782b2cab3429aceecc6875bd5add0 \
+    --hash=sha256:7228ad13744f63575b3a972d7ee4fd61815b2879998e70930d4ccf9ec721dce0 \
+    --hash=sha256:9ce7df0abeabe7fbd8ccbf343dc0db72f68549856b863ae3dd580255d009648e \
+    --hash=sha256:a911e317e8c826ea632205e63ed8507e0dc877dcdc49744584dfc363df9ca08c \
+    --hash=sha256:b89bf9b94b3d624e7bb480344e91f68c1c6c75f026ed6755955117de00917a7c \
+    --hash=sha256:ba9ead61dfb5d971d77b6c131a9dbee62294a932bf6a356e48c75ae684e635b3 \
+    --hash=sha256:c1d937820db6e43bec43e8d016b9b3165dcb42892ea9f106c70fb13d430ffe72 \
+    --hash=sha256:cc7f00008eb7d3f2489fca6f334ec19ca63e31371be28fd5dad955b16ec285bd \
+    --hash=sha256:d4c5d5eb2ec8da0b4f50c9a843393971f31f1d60be87e0fb0917a49133d257d6 \
+    --hash=sha256:e96d7f3096a36c8754207ab89d4b3282ba7b49ea140e4973591852c77d09eb76 \
+    --hash=sha256:f0725df166cf4785c0bc4cbfb320203182b1ecd30fee6e541c8752a92df6aa32 \
+    --hash=sha256:f3eb268dbd5cfaffd9448113539e44e2dd1c5ca9ce25576f7c04a5453edc26fa \
+    --hash=sha256:fb7a980c81dd932381f8228a426df8aeb70d59bbcda2af075b627bbc50207cba
+    # via pyarrow
 packaging==21.3 \
     --hash=sha256:dd47c42927d89ab911e606518907cc2d3a1f38bbd026385970643f9c5b8ecfeb \
     --hash=sha256:ef103e05f519cdc783ae24ea4e2e0f508a9c99b2d4969652eed6a2e1ea5bd522
@@ -858,7 +887,9 @@ prompt-toolkit==3.0.29 \
 proto-plus==1.20.5 \
     --hash=sha256:81794eb1be333c67986333948df70ebb8cdf538e039f8cfa92fd2a9d7176d405 \
     --hash=sha256:fa29fec8a91cf178bc1d8bf9263769421d2dba7787eae42b67235676e211c158
-    # via google-cloud-bigquery
+    # via
+    #   google-cloud-bigquery
+    #   google-cloud-bigquery-storage
 protobuf==3.20.1 \
     --hash=sha256:06059eb6953ff01e56a25cd02cca1a9649a75a7e65397b5b9b4e929ed71d10cf \
     --hash=sha256:097c5d8a9808302fb0da7e20edf0b8d4703274d140fd25c5edabddcde43e081f \
@@ -885,6 +916,7 @@ protobuf==3.20.1 \
     # via
     #   google-api-core
     #   google-cloud-bigquery
+    #   google-cloud-bigquery-storage
     #   google-cloud-storage
     #   googleapis-common-protos
     #   grpcio-status
@@ -902,6 +934,38 @@ psycopg2==2.9.3 \
     --hash=sha256:cb10d44e6694d763fa1078a26f7f6137d69f555a78ec85dc2ef716c37447e4b2 \
     --hash=sha256:d3ca6421b942f60c008f81a3541e8faf6865a28d5a9b48544b0ee4f40cac7fca
     # via -r requirements/main.in
+pyarrow==8.0.0 \
+    --hash=sha256:03a10daad957970e914920b793f6a49416699e791f4c827927fd4e4d892a5d16 \
+    --hash=sha256:15511ce2f50343f3fd5e9f7c30e4d004da9134e9597e93e9c96c3985928cbe82 \
+    --hash=sha256:1dd482ccb07c96188947ad94d7536ab696afde23ad172df8e18944ec79f55055 \
+    --hash=sha256:25a5f7c7f36df520b0b7363ba9f51c3070799d4b05d587c60c0adaba57763479 \
+    --hash=sha256:3bd201af6e01f475f02be88cf1f6ee9856ab98c11d8bbb6f58347c58cd07be00 \
+    --hash=sha256:3fee786259d986f8c046100ced54d63b0c8c9f7cdb7d1bbe07dc69e0f928141c \
+    --hash=sha256:42b7982301a9ccd06e1dd4fabd2e8e5df74b93ce4c6b87b81eb9e2d86dc79871 \
+    --hash=sha256:4a18a211ed888f1ac0b0ebcb99e2d9a3e913a481120ee9b1fe33d3fedb945d4e \
+    --hash=sha256:51e58778fcb8829fca37fbfaea7f208d5ce7ea89ea133dd13d8ce745278ee6f0 \
+    --hash=sha256:541e7845ce5f27a861eb5b88ee165d931943347eec17b9ff1e308663531c9647 \
+    --hash=sha256:65c7f4cc2be195e3db09296d31a654bb6d8786deebcab00f0e2455fd109d7456 \
+    --hash=sha256:69b043a3fce064ebd9fbae6abc30e885680296e5bd5e6f7353e6a87966cf2ad7 \
+    --hash=sha256:6ea2c54e6b5ecd64e8299d2abb40770fe83a718f5ddc3825ddd5cd28e352cce1 \
+    --hash=sha256:78a6ac39cd793582998dac88ab5c1c1dd1e6503df6672f064f33a21937ec1d8d \
+    --hash=sha256:81b87b782a1366279411f7b235deab07c8c016e13f9af9f7c7b0ee564fedcc8f \
+    --hash=sha256:8392b9a1e837230090fe916415ed4c3433b2ddb1a798e3f6438303c70fbabcfc \
+    --hash=sha256:863be6bad6c53797129610930794a3e797cb7d41c0a30e6794a2ac0e42ce41b8 \
+    --hash=sha256:8cd86e04a899bef43e25184f4b934584861d787cf7519851a8c031803d45c6d8 \
+    --hash=sha256:95c7822eb37663e073da9892f3499fe28e84f3464711a3e555e0c5463fd53a19 \
+    --hash=sha256:98c13b2e28a91b0fbf24b483df54a8d7814c074c2623ecef40dce1fa52f6539b \
+    --hash=sha256:ba2b7aa7efb59156b87987a06f5241932914e4d5bbb74a465306b00a6c808849 \
+    --hash=sha256:c9c97c8e288847e091dfbcdf8ce51160e638346f51919a9e74fe038b2e8aee62 \
+    --hash=sha256:cb06cacc19f3b426681f2f6803cc06ff481e7fe5b3a533b406bc5b2138843d4f \
+    --hash=sha256:ce64bc1da3109ef5ab9e4c60316945a7239c798098a631358e9ab39f6e5529e9 \
+    --hash=sha256:d5ef4372559b191cafe7db8932801eee252bfc35e983304e7d60b6954576a071 \
+    --hash=sha256:d6f1e1040413651819074ef5b500835c6c42e6c446532a1ddef8bc5054e8dba5 \
+    --hash=sha256:deb400df8f19a90b662babceb6dd12daddda6bb357c216e558b207c0770c7654 \
+    --hash=sha256:ea132067ec712d1b1116a841db1c95861508862b21eddbcafefbce8e4b96b867 \
+    --hash=sha256:ece333706a94c1221ced8b299042f85fd88b5db802d71be70024433ddf3aecab \
+    --hash=sha256:edad25522ad509e534400d6ab98cf1872d30c31bc5e947712bfd57def7af15bb
+    # via google-cloud-bigquery
 pyasn1==0.4.8 \
     --hash=sha256:014c0e9976956a08139dc0712ae195324a75e142284d5f87f1a87ee1b068a359 \
     --hash=sha256:03840c999ba71680a131cfaee6fab142e1ed9bbd9c693e285cc6aca0d555e576 \