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set to 'write': .github/workflows/pr_integration_tests.yml:15","Info: topLevel 'pull-requests' permission set to 'read': .github/workflows/pr_integration_tests.yml:16","Warn: no topLevel permission defined: .github/workflows/pr_local_integration_tests.yml:1","Warn: no topLevel permission defined: .github/workflows/pr_remote_rbac_integration_tests.yml:1","Warn: no topLevel permission defined: .github/workflows/publish.yml:1","Warn: no topLevel permission defined: .github/workflows/publish_helm_charts.yml:1","Warn: no topLevel permission defined: .github/workflows/publish_images.yml:1","Warn: no topLevel permission defined: .github/workflows/publish_python_sdk.yml:1","Warn: no topLevel permission defined: .github/workflows/publish_web_ui.yml:1","Warn: no topLevel permission defined: .github/workflows/release.yml:1","Warn: no topLevel permission defined: .github/workflows/smoke_tests.yml:1","Warn: no topLevel permission defined: .github/workflows/unit_tests.yml:1","Warn: no topLevel 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policy.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#security-policy"}},{"name":"Packaging","score":10,"reason":"packaging workflow detected","details":["Info: Project packages its releases by way of GitHub Actions.: .github/workflows/master_only.yml:87"],"documentation":{"short":"Determines if the project is published as a package that others can easily download, install, easily update, and uninstall.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#packaging"}},{"name":"Pinned-Dependencies","score":0,"reason":"dependency not pinned by hash detected -- score normalized to 0","details":["Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/build_wheels.yml:35: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/build_wheels.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/build_wheels.yml:37: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/build_wheels.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/build_wheels.yml:42: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/build_wheels.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/build_wheels.yml:63: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/build_wheels.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/build_wheels.yml:79: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/build_wheels.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/build_wheels.yml:81: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/build_wheels.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/build_wheels.yml:91: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/build_wheels.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/build_wheels.yml:93: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/build_wheels.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/build_wheels.yml:136: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/build_wheels.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/build_wheels.yml:142: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/build_wheels.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/build_wheels.yml:146: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/build_wheels.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/check_skip_tests.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/check_skip_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/deploy-website.yml:59: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/deploy-website.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/deploy-website.yml:25: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/deploy-website.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/deploy-website.yml:28: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/deploy-website.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/deploy-website.yml:43: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/deploy-website.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/deploy-website.yml:46: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/deploy-website.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/lint_pr.yml:17: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/lint_pr.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/linter.yml:11: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/linter.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/linter.yml:14: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/linter.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/linter.yml:19: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/linter.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/master_only.yml:31: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/master_only.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/master_only.yml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/master_only.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/master_only.yml:39: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/master_only.yml/master?enable=pin","Warn: 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https://app.stepsecurity.io/secureworkflow/feast-dev/feast/master_only.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/master_only.yml:108: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/master_only.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/master_only.yml:110: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/master_only.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/master_only.yml:114: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/master_only.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:87: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:92: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:99: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:103: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:107: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:113: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:121: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:20: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:32: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:36: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:42: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:53: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/nightly-ci.yml:57: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/nightly-ci.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/operator-e2e-integration-tests.yml:35: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/operator-e2e-integration-tests.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/operator-e2e-integration-tests.yml:38: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/operator-e2e-integration-tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/operator-e2e-integration-tests.yml:49: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/operator-e2e-integration-tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/operator_pr.yml:8: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/operator_pr.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/operator_pr.yml:10: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/operator_pr.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pr_integration_tests.yml:45: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_integration_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pr_integration_tests.yml:54: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_integration_tests.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_integration_tests.yml:60: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_integration_tests.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_integration_tests.yml:64: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_integration_tests.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_integration_tests.yml:70: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_integration_tests.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_integration_tests.yml:78: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_integration_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pr_local_integration_tests.yml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_local_integration_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pr_local_integration_tests.yml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_local_integration_tests.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_local_integration_tests.yml:40: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_local_integration_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pr_local_integration_tests.yml:49: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_local_integration_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pr_remote_rbac_integration_tests.yml:27: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_remote_rbac_integration_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/pr_remote_rbac_integration_tests.yml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_remote_rbac_integration_tests.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/pr_remote_rbac_integration_tests.yml:40: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/pr_remote_rbac_integration_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish_helm_charts.yml:34: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_helm_charts.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish_helm_charts.yml:43: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_helm_charts.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish_helm_charts.yml:47: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_helm_charts.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish_images.yml:37: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_images.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish_images.yml:46: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_images.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish_images.yml:48: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_images.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish_images.yml:52: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_images.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish_images.yml:58: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_images.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish_images.yml:62: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_images.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish_python_sdk.yml:41: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_python_sdk.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/publish_python_sdk.yml:46: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_python_sdk.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish_web_ui.yml:53: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_web_ui.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/publish_web_ui.yml:109: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/publish_web_ui.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/release.yml:50: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/release.yml:54: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/release.yml:78: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/release.yml:80: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/release.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/release.yml:96: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/release.yml:109: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/release.yml:127: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/release.yml:131: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/release.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/release.yml:136: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/release.yml:141: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/release.yml:173: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/release.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/smoke_tests.yml:18: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/smoke_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/smoke_tests.yml:21: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/smoke_tests.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/smoke_tests.yml:26: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/smoke_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/unit_tests.yml:22: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/unit_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/unit_tests.yml:25: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/unit_tests.yml/master?enable=pin","Warn: third-party GitHubAction not pinned by hash: .github/workflows/unit_tests.yml:30: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/unit_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/unit_tests.yml:45: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/unit_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/unit_tests.yml:46: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/unit_tests.yml/master?enable=pin","Warn: GitHub-owned GitHubAction not pinned by hash: .github/workflows/update_stable_branch.yml:24: update your workflow using https://app.stepsecurity.io/secureworkflow/feast-dev/feast/update_stable_branch.yml/master?enable=pin","Warn: containerImage not pinned by hash: .gitpod.Dockerfile:1: pin your Docker image by updating gitpod/workspace-base to gitpod/workspace-base@sha256:77021d8db227d1f45a771a512ba54bdc36617eba313c964d12c51a49b0030bbd","Warn: containerImage not pinned by hash: go/infra/docker/feature-server/Dockerfile:1: pin your Docker image by updating golang:1.22.5 to golang:1.22.5@sha256:86a3c48a61915a8c62c0e1d7594730399caa3feb73655dfe96c7bc17710e96cf","Warn: containerImage not pinned by hash: infra/feast-operator/Dockerfile:2","Warn: containerImage not pinned by hash: infra/feast-operator/Dockerfile:25: pin your Docker image by updating registry.access.redhat.com/ubi9/ubi-minimal:9.5 to registry.access.redhat.com/ubi9/ubi-minimal:9.5@sha256:a50731d3397a4ee28583f1699842183d4d24fadcc565c4688487af9ee4e13a44","Warn: containerImage not pinned by hash: java/infra/docker/feature-server/Dockerfile:5","Warn: containerImage not pinned by hash: java/infra/docker/feature-server/Dockerfile:33","Warn: containerImage not pinned by hash: java/infra/docker/feature-server/Dockerfile.dev:1","Warn: containerImage not pinned by hash: sdk/python/feast/infra/compute_engines/aws_lambda/Dockerfile:1: pin your Docker image by updating public.ecr.aws/lambda/python:3.9 to public.ecr.aws/lambda/python:3.9@sha256:fb7237b1ad28768d4663a0ca71420ec437b4750512335e0195bc7e7a09205ecd","Warn: containerImage not pinned by hash: sdk/python/feast/infra/compute_engines/kubernetes/Dockerfile:1","Warn: containerImage not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/Dockerfile:1: pin your Docker image by updating registry.access.redhat.com/ubi9/python-311:1 to registry.access.redhat.com/ubi9/python-311:1@sha256:f41bd5f6e2f36c239f2b25871685de5ff487c49bc9053e8dbbd1e753f2384710","Warn: containerImage not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev:1: pin your Docker image by updating registry.access.redhat.com/ubi9/python-311:1 to registry.access.redhat.com/ubi9/python-311:1@sha256:f41bd5f6e2f36c239f2b25871685de5ff487c49bc9053e8dbbd1e753f2384710","Warn: containerImage not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.binary:1","Warn: containerImage not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.binary.release:1: pin your Docker image by updating registry.access.redhat.com/ubi9/python-311:1 to registry.access.redhat.com/ubi9/python-311:1@sha256:f41bd5f6e2f36c239f2b25871685de5ff487c49bc9053e8dbbd1e753f2384710","Warn: containerImage not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.yarn:1: pin your Docker image by updating registry.access.redhat.com/ubi9/python-311:1 to registry.access.redhat.com/ubi9/python-311:1@sha256:f41bd5f6e2f36c239f2b25871685de5ff487c49bc9053e8dbbd1e753f2384710","Warn: containerImage not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.yum:1: pin your Docker image by updating registry.access.redhat.com/ubi9/python-311:1 to registry.access.redhat.com/ubi9/python-311:1@sha256:f41bd5f6e2f36c239f2b25871685de5ff487c49bc9053e8dbbd1e753f2384710","Warn: containerImage not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist:1","Warn: containerImage not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist.release:1: pin your Docker image by updating registry.access.redhat.com/ubi9/python-311:1 to registry.access.redhat.com/ubi9/python-311:1@sha256:f41bd5f6e2f36c239f2b25871685de5ff487c49bc9053e8dbbd1e753f2384710","Warn: containerImage not pinned by hash: sdk/python/feast/infra/transformation_servers/Dockerfile:1: pin your Docker image by updating python:3.11-slim to python:3.11-slim@sha256:9e885f8239c31f8429448f933638dd13037c9119e2a362aeebdd37ec3bee7c85","Warn: containerImage not pinned by hash: ui/docker/Dockerfile:1: pin your Docker image by updating node:17.9.0-slim to node:17.9.0-slim@sha256:2eb08c3db371c724aa30ecc28a75debf7fdc0ac50340d7b675a3c98c93493d72","Warn: downloadThenRun not pinned by hash: .gitpod.Dockerfile:3","Warn: downloadThenRun not pinned by hash: .gitpod.Dockerfile:4","Warn: downloadThenRun not pinned by hash: .gitpod.Dockerfile:6","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/compute_engines/aws_lambda/Dockerfile:22","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/compute_engines/kubernetes/Dockerfile:22","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/Dockerfile:4","Warn: npmCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev:4","Warn: npmCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev:14-17","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.binary:33-34","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.binary.release:4-5","Warn: npmCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.yarn:4","Warn: npmCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.yum:8","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist:24-117","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist:24-117","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist:24-117","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist:128-129","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist:161-162","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist.release:24-117","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist.release:24-117","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist.release:24-117","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist.release:128-129","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.sdist.release:132-133","Warn: pipCommand not pinned by hash: sdk/python/feast/infra/transformation_servers/Dockerfile:18","Warn: npmCommand not pinned by hash: ui/docker/Dockerfile:9","Warn: npmCommand not pinned by hash: ui/docker/Dockerfile:20","Warn: pipCommand not pinned by hash: infra/scripts/test-end-to-end.sh:10","Warn: pipCommand not pinned by hash: infra/scripts/test-end-to-end.sh:12","Warn: pipCommand not pinned by hash: .github/workflows/build_wheels.yml:60","Warn: pipCommand not pinned by hash: .github/workflows/build_wheels.yml:155","Warn: pipCommand not pinned by hash: .github/workflows/build_wheels.yml:156","Warn: pipCommand not pinned by hash: .github/workflows/build_wheels.yml:161","Warn: pipCommand not pinned by hash: .github/workflows/nightly-ci.yml:49","Warn: pipCommand not pinned by hash: .github/workflows/nightly-ci.yml:50","Warn: pipCommand not pinned by hash: .github/workflows/nightly-ci.yml:51","Info:   0 out of  57 GitHub-owned GitHubAction dependencies pinned","Info:   0 out of  39 third-party GitHubAction dependencies pinned","Info:   0 out of  19 containerImage dependencies pinned","Info:   0 out of   3 downloadThenRun dependencies pinned","Info:   2 out of   2 goCommand dependencies pinned","Info:   4 out of  29 pipCommand dependencies pinned","Info:   1 out of   7 npmCommand dependencies pinned"],"documentation":{"short":"Determines if the project has declared and pinned the dependencies of its build process.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#pinned-dependencies"}},{"name":"SAST","score":-1,"reason":"internal error: internal error: Client.Checks.ListCheckRunsForRef: error during graphqlHandler.setupCheckRuns: non-200 OK status code: 502 Bad Gateway body: \"\u003chtml\u003e\\r\\n\u003chead\u003e\u003ctitle\u003e502 Bad Gateway\u003c/title\u003e\u003c/head\u003e\\r\\n\u003cbody\u003e\\r\\n\u003ccenter\u003e\u003ch1\u003e502 Bad Gateway\u003c/h1\u003e\u003c/center\u003e\\r\\n\u003chr\u003e\u003ccenter\u003enginx\u003c/center\u003e\\r\\n\u003c/body\u003e\\r\\n\u003c/html\u003e\\r\\n\"","details":null,"documentation":{"short":"Determines if the project uses static code analysis.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#sast"}},{"name":"Vulnerabilities","score":0,"reason":"40 existing vulnerabilities detected","details":["Warn: Project is vulnerable to: GHSA-wxpc-2674-rxvw","Warn: Project is vulnerable to: GO-2025-3540","Warn: Project is vulnerable to: GO-2024-3333","Warn: Project is vulnerable to: GO-2025-3503 / GHSA-qxp5-gwg8-xv66","Warn: Project is vulnerable to: GO-2025-3595 / GHSA-vvgc-356p-c3xw","Warn: Project is vulnerable to: GO-2025-3488 / GHSA-6v2p-p543-phr9","Warn: Project is vulnerable to: GHSA-67mh-4wv8-2f99","Warn: Project is vulnerable to: GHSA-x574-m823-4x7w","Warn: Project is vulnerable to: GHSA-4r4m-qw57-chr8","Warn: Project is vulnerable to: GHSA-xcj6-pq6g-qj4x","Warn: Project is vulnerable to: GHSA-356w-63v5-8wf4","Warn: Project is vulnerable to: GHSA-859w-5945-r5v3","Warn: Project is vulnerable to: GHSA-968p-4wvh-cqc8","Warn: Project is vulnerable to: GHSA-v6h2-p8h4-qcjw","Warn: Project is vulnerable to: GHSA-pxg6-pf52-xh8x","Warn: Project is vulnerable to: GHSA-3xgq-45jj-v275","Warn: Project is vulnerable to: GHSA-fjxv-7rqg-78g4","Warn: Project is vulnerable to: GHSA-c7qv-q95q-8v27","Warn: Project is vulnerable to: GHSA-4www-5p9h-95mh","Warn: Project is vulnerable to: GHSA-9gqv-wp59-fq42","Warn: Project is vulnerable to: GHSA-9c47-m6qq-7p4h","Warn: Project is vulnerable to: GHSA-3rfm-jhwj-7488","Warn: Project is vulnerable to: GHSA-hhq3-ff78-jv3g","Warn: Project is vulnerable to: GHSA-f8q6-p94x-37v3","Warn: Project is vulnerable to: GHSA-rp65-9cf3-cjxr","Warn: Project is vulnerable to: GHSA-76c9-3jph-rj3q","Warn: Project is vulnerable to: GHSA-rhx6-c78j-4q9w","Warn: Project is vulnerable to: GHSA-7fh5-64p2-3v2j","Warn: Project is vulnerable to: GHSA-x7hr-w5r2-h6wg","Warn: Project is vulnerable to: GHSA-c2qf-rxjj-qqgw","Warn: Project is vulnerable to: GHSA-76p7-773f-r4q5","Warn: Project is vulnerable to: GHSA-4v9v-hfq4-rm2v","Warn: Project is vulnerable to: GHSA-9jgg-88mc-972h","Warn: Project is vulnerable to: GHSA-j8xg-fqg3-53r7","Warn: Project is vulnerable to: PYSEC-2023-235","Warn: Project is vulnerable to: GHSA-79v4-65xg-pq4g","Warn: Project is vulnerable to: PYSEC-2022-42969","Warn: Project is vulnerable to: PYSEC-2024-187 / GHSA-rqc4-2hc7-8c8v","Warn: Project is vulnerable to: GHSA-mwcw-c2x4-8c55","Warn: Project is vulnerable to: GHSA-52f5-9888-hmc6"],"documentation":{"short":"Determines if the project has open, known unfixed vulnerabilities.","url":"https://github.com/ossf/scorecard/blob/f6ed084d17c9236477efd66e5b258b9d4cc7b389/docs/checks.md#vulnerabilities"}}]},"last_synced_at":"2025-08-18T18:45:03.602Z","repository_id":37055532,"created_at":"2025-08-18T18:45:03.602Z","updated_at":"2025-08-18T18:45:03.602Z"},"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":28444124,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-01-15T05:05:00.929Z","status":"ssl_error","status_checked_at":"2026-01-15T05:04:58.515Z","response_time":62,"last_error":"SSL_connect returned=1 errno=0 peeraddr=140.82.121.5:443 state=error: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["big-data","data-engineering","data-quality","data-science","feature-store","features","machine-learning","ml","mlops","python"],"created_at":"2024-07-31T16:00:57.181Z","updated_at":"2026-01-18T10:36:55.590Z","avatar_url":"https://github.com/feast-dev.png","language":"Python","readme":"\u003c!--Do not modify this file. It is auto-generated from a template (infra/templates/README.md.jinja2)--\u003e\n\n\u003cp align=\"center\"\u003e\n    \u003ca href=\"https://feast.dev/\"\u003e\n      \u003cimg src=\"https://raw.githubusercontent.com/feast-dev/feast/master/docs/assets/feast_logo.png\" width=\"550\"\u003e\n    \u003c/a\u003e\n\u003c/p\u003e\n\u003cbr /\u003e\n\n[![PyPI - Downloads](https://img.shields.io/pypi/dm/feast)](https://pypi.org/project/feast/)\n[![GitHub contributors](https://img.shields.io/github/contributors/feast-dev/feast)](https://github.com/feast-dev/feast/graphs/contributors)\n[![unit-tests](https://github.com/feast-dev/feast/actions/workflows/unit_tests.yml/badge.svg?branch=master\u0026event=pull_request)](https://github.com/feast-dev/feast/actions/workflows/unit_tests.yml)\n[![integration-tests-and-build](https://github.com/feast-dev/feast/actions/workflows/master_only.yml/badge.svg?branch=master\u0026event=push)](https://github.com/feast-dev/feast/actions/workflows/master_only.yml)\n[![linter](https://github.com/feast-dev/feast/actions/workflows/linter.yml/badge.svg?branch=master\u0026event=push)](https://github.com/feast-dev/feast/actions/workflows/linter.yml)\n[![Docs Latest](https://img.shields.io/badge/docs-latest-blue.svg)](https://docs.feast.dev/)\n[![Python API](https://img.shields.io/badge/docs-latest-brightgreen.svg)](http://rtd.feast.dev/)\n[![License](https://img.shields.io/badge/License-Apache%202.0-blue)](https://github.com/feast-dev/feast/blob/master/LICENSE)\n[![GitHub Release](https://img.shields.io/github/v/release/feast-dev/feast.svg?style=flat\u0026sort=semver\u0026color=blue)](https://github.com/feast-dev/feast/releases)\n\n\n## Join us on Slack!\n👋👋👋 [Come say hi on Slack!](https://communityinviter.com/apps/feastopensource/feast-the-open-source-feature-store)\n\n[Check out our DeepWiki!](https://deepwiki.com/feast-dev/feast)\n\n## Overview\n\u003ca href=\"https://trendshift.io/repositories/8046\" target=\"_blank\"\u003e\u003cimg src=\"https://trendshift.io/api/badge/repositories/8046\" alt=\"feast-dev%2Ffeast | Trendshift\" style=\"width: 250px; height: 55px;\" width=\"250\" height=\"55\"/\u003e\u003c/a\u003e\n\nFeast (**Fea**ture **St**ore) is an open source feature store for machine learning. Feast is the fastest path to manage existing infrastructure to productionize analytic data for model training and online inference.\n\n\nFeast allows ML platform teams to:\n\n* **Make features consistently available for training and serving** by managing an _offline store_ (to process historical data for scale-out batch scoring or model training), a low-latency _online store_ (to power real-time prediction)_,_ and a battle-tested _feature server_ (to serve pre-computed features online).\n* **Avoid data leakage** by generating point-in-time correct feature sets so data scientists can focus on feature engineering rather than debugging error-prone dataset joining logic. This ensure that future feature values do not leak to models during training.\n* **Decouple ML from data infrastructure** by providing a single data access layer that abstracts feature storage from feature retrieval, ensuring models remain portable as you move from training models to serving models, from batch models to realtime models, and from one data infra system to another.\n\nPlease see our [documentation](https://docs.feast.dev/) for more information about the project.\n\n## 📐 Architecture\n![](https://raw.githubusercontent.com/feast-dev/feast/master/docs/assets/feast_marchitecture.png)\n\nThe above architecture is the minimal Feast deployment. Want to run the full Feast on Snowflake/GCP/AWS? Click [here](https://docs.feast.dev/how-to-guides/feast-snowflake-gcp-aws).\n\n## 🐣 Getting Started\n\n### 1. Install Feast\n```commandline\npip install feast\n```\n\n### 2. Create a feature repository\n```commandline\nfeast init my_feature_repo\ncd my_feature_repo/feature_repo\n```\n\n### 3. Register your feature definitions and set up your feature store\n```commandline\nfeast apply\n```\n\n### 4. Explore your data in the web UI (experimental)\n\n![Web UI](https://raw.githubusercontent.com/feast-dev/feast/master/ui/sample.png)\n```commandline\nfeast ui\n```\n\n### 5. Build a training dataset\n```python\nfrom feast import FeatureStore\nimport pandas as pd\nfrom datetime import datetime\n\nentity_df = pd.DataFrame.from_dict({\n    \"driver_id\": [1001, 1002, 1003, 1004],\n    \"event_timestamp\": [\n        datetime(2021, 4, 12, 10, 59, 42),\n        datetime(2021, 4, 12, 8,  12, 10),\n        datetime(2021, 4, 12, 16, 40, 26),\n        datetime(2021, 4, 12, 15, 1 , 12)\n    ]\n})\n\nstore = FeatureStore(repo_path=\".\")\n\ntraining_df = store.get_historical_features(\n    entity_df=entity_df,\n    features = [\n        'driver_hourly_stats:conv_rate',\n        'driver_hourly_stats:acc_rate',\n        'driver_hourly_stats:avg_daily_trips'\n    ],\n).to_df()\n\nprint(training_df.head())\n\n# Train model\n# model = ml.fit(training_df)\n```\n```commandline\n            event_timestamp  driver_id  conv_rate  acc_rate  avg_daily_trips\n0 2021-04-12 08:12:10+00:00       1002   0.713465  0.597095              531\n1 2021-04-12 10:59:42+00:00       1001   0.072752  0.044344               11\n2 2021-04-12 15:01:12+00:00       1004   0.658182  0.079150              220\n3 2021-04-12 16:40:26+00:00       1003   0.162092  0.309035              959\n\n```\n\n### 6. Load feature values into your online store\n\n**Option 1: Incremental materialization (recommended)**\n```commandline\nCURRENT_TIME=$(date -u +\"%Y-%m-%dT%H:%M:%S\")\nfeast materialize-incremental $CURRENT_TIME\n```\n\n**Option 2: Full materialization with timestamps**\n```commandline\nCURRENT_TIME=$(date -u +\"%Y-%m-%dT%H:%M:%S\")\nfeast materialize 2021-04-12T00:00:00 $CURRENT_TIME\n```\n\n**Option 3: Simple materialization without timestamps**\n```commandline\nfeast materialize --disable-event-timestamp\n```\n\nThe `--disable-event-timestamp` flag allows you to materialize all available feature data using the current datetime as the event timestamp, without needing to specify start and end timestamps. This is useful when your source data lacks proper event timestamp columns.\n\n```commandline\nMaterializing feature view driver_hourly_stats from 2021-04-14 to 2021-04-15 done!\n```\n\n### 7. Read online features at low latency\n```python\nfrom pprint import pprint\nfrom feast import FeatureStore\n\nstore = FeatureStore(repo_path=\".\")\n\nfeature_vector = store.get_online_features(\n    features=[\n        'driver_hourly_stats:conv_rate',\n        'driver_hourly_stats:acc_rate',\n        'driver_hourly_stats:avg_daily_trips'\n    ],\n    entity_rows=[{\"driver_id\": 1001}]\n).to_dict()\n\npprint(feature_vector)\n\n# Make prediction\n# model.predict(feature_vector)\n```\n```json\n{\n    \"driver_id\": [1001],\n    \"driver_hourly_stats__conv_rate\": [0.49274],\n    \"driver_hourly_stats__acc_rate\": [0.92743],\n    \"driver_hourly_stats__avg_daily_trips\": [72]\n}\n```\n\n## 📦 Functionality and Roadmap\n\nThe list below contains the functionality that contributors are planning to develop for Feast.\n\n* We welcome contribution to all items in the roadmap!\n\n* **Natural Language Processing**\n  * [x] Vector Search (Alpha release. See [RFC](https://docs.google.com/document/d/18IWzLEA9i2lDWnbfbwXnMCg3StlqaLVI-uRpQjr_Vos/edit#heading=h.9gaqqtox9jg6))\n  * [ ] [Enhanced Feature Server and SDK for native support for NLP](https://github.com/feast-dev/feast/issues/4964)\n* **Data Sources**\n  * [x] [Snowflake source](https://docs.feast.dev/reference/data-sources/snowflake)\n  * [x] [Redshift source](https://docs.feast.dev/reference/data-sources/redshift)\n  * [x] [BigQuery source](https://docs.feast.dev/reference/data-sources/bigquery)\n  * [x] [Parquet file source](https://docs.feast.dev/reference/data-sources/file)\n  * [x] [Azure Synapse + Azure SQL source (contrib plugin)](https://docs.feast.dev/reference/data-sources/mssql)\n  * [x] [Hive (community plugin)](https://github.com/baineng/feast-hive)\n  * [x] [Postgres (contrib plugin)](https://docs.feast.dev/reference/data-sources/postgres)\n  * [x] [Spark (contrib plugin)](https://docs.feast.dev/reference/data-sources/spark)\n  * [x] [Couchbase (contrib plugin)](https://docs.feast.dev/reference/data-sources/couchbase)\n  * [x] Kafka / Kinesis sources (via [push support into the online store](https://docs.feast.dev/reference/data-sources/push))\n* **Offline Stores**\n  * [x] [Snowflake](https://docs.feast.dev/reference/offline-stores/snowflake)\n  * [x] [Redshift](https://docs.feast.dev/reference/offline-stores/redshift)\n  * [x] [BigQuery](https://docs.feast.dev/reference/offline-stores/bigquery)\n  * [x] [Azure Synapse + Azure SQL (contrib plugin)](https://docs.feast.dev/reference/offline-stores/mssql.md)\n  * [x] [Hive (community plugin)](https://github.com/baineng/feast-hive)\n  * [x] [Postgres (contrib plugin)](https://docs.feast.dev/reference/offline-stores/postgres)\n  * [x] [Trino (contrib plugin)](https://github.com/Shopify/feast-trino)\n  * [x] [Spark (contrib plugin)](https://docs.feast.dev/reference/offline-stores/spark)\n  * [x] [Couchbase (contrib plugin)](https://docs.feast.dev/reference/offline-stores/couchbase)\n  * [x] [In-memory / Pandas](https://docs.feast.dev/reference/offline-stores/file)\n  * [x] [Custom offline store support](https://docs.feast.dev/how-to-guides/customizing-feast/adding-a-new-offline-store)\n* **Online Stores**\n  * [x] [Snowflake](https://docs.feast.dev/reference/online-stores/snowflake)\n  * [x] [DynamoDB](https://docs.feast.dev/reference/online-stores/dynamodb)\n  * [x] [Redis](https://docs.feast.dev/reference/online-stores/redis)\n  * [x] [Datastore](https://docs.feast.dev/reference/online-stores/datastore)\n  * [x] [Bigtable](https://docs.feast.dev/reference/online-stores/bigtable)\n  * [x] [SQLite](https://docs.feast.dev/reference/online-stores/sqlite)\n  * [x] [Dragonfly](https://docs.feast.dev/reference/online-stores/dragonfly)\n  * [x] [IKV - Inlined Key Value Store](https://docs.feast.dev/reference/online-stores/ikv)\n  * [x] [Azure Cache for Redis (community plugin)](https://github.com/Azure/feast-azure)\n  * [x] [Postgres (contrib plugin)](https://docs.feast.dev/reference/online-stores/postgres)\n  * [x] [Cassandra / AstraDB (contrib plugin)](https://docs.feast.dev/reference/online-stores/cassandra)\n  * [x] [ScyllaDB (contrib plugin)](https://docs.feast.dev/reference/online-stores/scylladb)\n  * [x] [Couchbase (contrib plugin)](https://docs.feast.dev/reference/online-stores/couchbase)\n  * [x] [Custom online store support](https://docs.feast.dev/how-to-guides/customizing-feast/adding-support-for-a-new-online-store)\n* **Feature Engineering**\n  * [x] On-demand Transformations (On Read) (Beta release. See [RFC](https://docs.google.com/document/d/1lgfIw0Drc65LpaxbUu49RCeJgMew547meSJttnUqz7c/edit#))\n  * [x] Streaming Transformations (Alpha release. See [RFC](https://docs.google.com/document/d/1UzEyETHUaGpn0ap4G82DHluiCj7zEbrQLkJJkKSv4e8/edit))\n  * [ ] Batch transformation (In progress. See [RFC](https://docs.google.com/document/d/1964OkzuBljifDvkV-0fakp2uaijnVzdwWNGdz7Vz50A/edit))\n  * [x] On-demand Transformations (On Write) (Beta release. See [GitHub Issue](https://github.com/feast-dev/feast/issues/4376))\n* **Streaming**\n  * [x] [Custom streaming ingestion job support](https://docs.feast.dev/how-to-guides/customizing-feast/creating-a-custom-provider)\n  * [x] [Push based streaming data ingestion to online store](https://docs.feast.dev/reference/data-sources/push)\n  * [x] [Push based streaming data ingestion to offline store](https://docs.feast.dev/reference/data-sources/push)\n* **Deployments**\n  * [x] AWS Lambda (Alpha release. See [RFC](https://docs.google.com/document/d/1eZWKWzfBif66LDN32IajpaG-j82LSHCCOzY6R7Ax7MI/edit))\n  * [x] Kubernetes (See [guide](https://docs.feast.dev/how-to-guides/running-feast-in-production))\n* **Feature Serving**\n  * [x] Python Client\n  * [x] [Python feature server](https://docs.feast.dev/reference/feature-servers/python-feature-server)\n  * [x] [Feast Operator (alpha)](https://github.com/feast-dev/feast/blob/master/infra/feast-operator/README.md)\n  * [x] [Java feature server (alpha)](https://github.com/feast-dev/feast/blob/master/infra/charts/feast/README.md)\n  * [x] [Go feature server (alpha)](https://docs.feast.dev/reference/feature-servers/go-feature-server)\n  * [x] [Offline Feature Server (alpha)](https://docs.feast.dev/reference/feature-servers/offline-feature-server)\n  * [x] [Registry server (alpha)](https://github.com/feast-dev/feast/blob/master/docs/reference/feature-servers/registry-server.md)\n* **Data Quality Management (See [RFC](https://docs.google.com/document/d/110F72d4NTv80p35wDSONxhhPBqWRwbZXG4f9mNEMd98/edit))**\n  * [x] Data profiling and validation (Great Expectations)\n* **Feature Discovery and Governance**\n  * [x] Python SDK for browsing feature registry\n  * [x] CLI for browsing feature registry\n  * [x] Model-centric feature tracking (feature services)\n  * [x] Amundsen integration (see [Feast extractor](https://github.com/amundsen-io/amundsen/blob/main/databuilder/databuilder/extractor/feast_extractor.py))\n  * [x] DataHub integration (see [DataHub Feast docs](https://datahubproject.io/docs/generated/ingestion/sources/feast/))\n  * [x] Feast Web UI (Beta release. See [docs](https://docs.feast.dev/reference/alpha-web-ui))\n  * [ ] Feast Lineage Explorer\n\n\n## 🎓 Important Resources\n\nPlease refer to the official documentation at [Documentation](https://docs.feast.dev/)\n * [Quickstart](https://docs.feast.dev/getting-started/quickstart)\n * [Tutorials](https://docs.feast.dev/tutorials/tutorials-overview)\n * [Examples](https://github.com/feast-dev/feast/tree/master/examples)\n * [Running Feast with Snowflake/GCP/AWS](https://docs.feast.dev/how-to-guides/feast-snowflake-gcp-aws)\n * [Change Log](https://github.com/feast-dev/feast/blob/master/CHANGELOG.md)\n\n## 👋 Contributing\nFeast is a community project and is still under active development. Please have a look at our contributing and development guides if you want to contribute to the project:\n- [Contribution Process for Feast](https://docs.feast.dev/project/contributing)\n- [Development Guide for Feast](https://docs.feast.dev/project/development-guide)\n- [Development Guide for the Main Feast Repository](./CONTRIBUTING.md)\n\n## 🌟 GitHub Star History\n\u003cp align=\"center\"\u003e\n\u003ca href=\"https://star-history.com/#feast-dev/feast\u0026Date\"\u003e\n \u003cpicture\u003e\n   \u003csource media=\"(prefers-color-scheme: dark)\" srcset=\"https://api.star-history.com/svg?repos=feast-dev/feast\u0026type=Date\u0026theme=dark\" /\u003e\n   \u003csource media=\"(prefers-color-scheme: light)\" srcset=\"https://api.star-history.com/svg?repos=feast-dev/feast\u0026type=Date\" /\u003e\n   \u003cimg alt=\"Star History Chart\" src=\"https://api.star-history.com/svg?repos=feast-dev/feast\u0026type=Date\" /\u003e\n \u003c/picture\u003e\n\u003c/a\u003e\n\u003c/p\u003e\n\n\n## ✨ Contributors\n\nThanks goes to these incredible people:\n\n\u003ca href=\"https://github.com/feast-dev/feast/graphs/contributors\"\u003e\n  \u003cimg src=\"https://contrib.rocks/image?repo=feast-dev/feast\" /\u003e\n\u003c/a\u003e\n","funding_links":[],"categories":["Python","Open-source","The Data Science Toolbox","🎯 Tool Categories","Data","Data/Feature enrichment","其他_机器学习与深度学习","Feature Store","Tools","Curated List","Application Recommendation","🚀 MLOps"],"sub_categories":["Miscellaneous Tools","🗄️ Feature Stores","Data/Feature enrichment","Machine Learing Operations Tools","🧠 AI Applications","Feature Stores","Tools"],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffeast-dev%2Ffeast","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffeast-dev%2Ffeast","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffeast-dev%2Ffeast/lists"}