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GeezerVison is showing github.com — chore: Support "offline" source builds of the `feature-server` image by tchughesiv · Pull Request #5193 · feast-dev/feast

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@tchughesiv

@tchughesiv tchughesiv commented Mar 27, 2025 •
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What this PR does / why we need it:

We should be able to build the feature-server image entirely from source, dependencies and all. This PR almost entirely accomplishes that. With this PR we also add a new limited pip dependency group, among others, which we'll use going forward in our feature-server image builds and for operator e2e tests.

In order to accomplish the offline builds from source w/ pip, we use a tool called cachi2, which pre-fetches the sdists/archives and enables us to mount the fetched sources into an offline build container.

From a linux-x64 machine, the following command will complete an offline build from source -

$ source ./infra/scripts/offline-build.sh

The following pip modules are not yet built from source, many due to maturin related source build issues -

# we'll need to pip install anything that tries to build/use maturin from source
############
# feast deps
pydantic_core==2.27.2
watchfiles==1.0.4
rpds-py==0.23.1
# snowflake dep
cryptography==44.0.2
# aws dep
aiohttp==3.11.14
# psycopg dep
psycopg-binary==3.2.5
# milvus dep
milvus-lite==2.4.12
############

Misc

Completed build from source available here - quay.io/tchughesiv/feature-server:0.47.0-sdist

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@tchughesiv tchughesiv added the ok-to-test label Mar 27, 2025
@tchughesiv tchughesiv changed the title chore: Support building feature-server images from source chore: Support for building feature-server images from source Mar 27, 2025
@tchughesiv tchughesiv changed the title chore: Support for building feature-server images from source chore: Support for building the feature-server image from source Mar 27, 2025
@tchughesiv
tchughesiv force-pushed the noBinary branch 3 times, most recently from 504eed8 to 005db0f Compare March 27, 2025 19:49
@tchughesiv
tchughesiv marked this pull request as ready for review March 27, 2025 20:24
@tchughesiv
tchughesiv requested a review from a team as a code owner March 27, 2025 20:24
@tchughesiv tchughesiv changed the title chore: Support for building the feature-server image from source chore: Support offline source builds of the feature-server image Mar 27, 2025
@tchughesiv tchughesiv changed the title chore: Support offline source builds of the feature-server image chore: Support "offline" source builds of the feature-server image Mar 27, 2025
@tchughesiv
tchughesiv marked this pull request as draft March 27, 2025 20:31
@tchughesiv
tchughesiv force-pushed the noBinary branch 3 times, most recently from 4355d95 to f4ccc80 Compare March 27, 2025 22:41
@tchughesiv
tchughesiv marked this pull request as ready for review March 28, 2025 01:41
@tchughesiv
tchughesiv requested review from franciscojavierarceo and redhatHameed March 28, 2025 01:42
@tchughesiv
tchughesiv marked this pull request as draft March 28, 2025 16:14
@tchughesiv
tchughesiv force-pushed the noBinary branch from b7d51e9 to 250e8ec Compare March 28, 2025 17:05
@tchughesiv
tchughesiv marked this pull request as ready for review March 28, 2025 20:16
@tchughesiv
tchughesiv force-pushed the noBinary branch from 250e8ec to 6f6b647 Compare March 30, 2025 14:24
jyejare
jyejare reviewed Apr 1, 2025
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Comment thread Makefile Resolved

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@tchughesiv
tchughesiv force-pushed the noBinary branch 5 times, most recently from a2a8f41 to d362522 Compare April 1, 2025 15:56
@tchughesiv
support offline source builds for feature-server image
fdb664e
Signed-off-by: Tommy Hughes <[email protected]>
@tchughesiv
tchughesiv force-pushed the noBinary branch from d362522 to fdb664e Compare April 1, 2025 16:00
ntkathole
ntkathole reviewed Apr 2, 2025
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Comment thread sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.arrow Resolved

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ntkathole
ntkathole reviewed Apr 2, 2025
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Comment thread sdk/python/feast/infra/feature_servers/multicloud/offline/Dockerfile.builder.arrow Resolved

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ntkathole
ntkathole reviewed Apr 2, 2025
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Comment thread infra/scripts/offline-build.sh Resolved

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@tchughesiv
offline build review changes
3e33393
Signed-off-by: Tommy Hughes <[email protected]>
@tchughesiv

tchughesiv commented Apr 2, 2025

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@ntkathole i've made the requested changes and am now running another build to ensure nothing breaks. thanks

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ntkathole
ntkathole reviewed Apr 2, 2025
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Comment thread sdk/python/feast/infra/feature_servers/multicloud/Dockerfile.dev Resolved

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@ntkathole

ntkathole commented Apr 2, 2025

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@ntkathole i've made the requested changes and am now running another build to ensure nothing breaks. thanks

a small comment, otherwise, Looks good to me !

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@tchughesiv

tchughesiv commented Apr 2, 2025

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@ntkathole the build was successful with your requested changes

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ntkathole
ntkathole approved these changes Apr 2, 2025
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Looks good to me!

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franciscojavierarceo
franciscojavierarceo approved these changes Apr 3, 2025
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lgtm

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Comment thread .github/workflows/linter.yml
os: [ ubuntu-latest ]
env:
PYTHON: 3.11
OS: ${{ matrix.os }}

@franciscojavierarceo franciscojavierarceo Mar 28, 2025

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Why this change?

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@tchughesiv tchughesiv Apr 3, 2025

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because i've enabled this job to run against multiple python versions

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@franciscojavierarceo
franciscojavierarceo enabled auto-merge (squash) April 3, 2025 12:37
@tchughesiv
tchughesiv removed the request for review from redhatHameed April 3, 2025 12:40
@tchughesiv
tchughesiv disabled auto-merge April 3, 2025 12:42
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tchughesiv enabled auto-merge (squash) April 3, 2025 12:43
@franciscojavierarceo
franciscojavierarceo disabled auto-merge April 3, 2025 12:51
@franciscojavierarceo
franciscojavierarceo merged commit cc1fcad into feast-dev:master Apr 3, 2025
This was referenced Apr 4, 2025
ci: Revert matrix changes to linter GH Action #5218
Merged
fix: Resolve no pq wrapper import issue #5240
Merged
@tchughesiv tchughesiv mentioned this pull request Apr 15, 2025
ci: Maturin-related builds from source #5270
Merged
This was referenced May 1, 2025
chore: Offline source image builds, use hermeto generic fetcher for arrow deps #5318
Merged
chore: Add rpms & milvus-lite / ibis binaries to hermeto fetcher for offline builds #5333
Merged
jfw-ppi pushed a commit to jfw-ppi/feast that referenced this pull request Jun 7, 2025
@tchughesiv @jfw-ppi
chore: Support "offline" source builds of the feature-server image (f…
4180b18
…east-dev#5193)

* support offline source builds for feature-server image

Signed-off-by: Tommy Hughes <[email protected]>

* offline build review changes

Signed-off-by: Tommy Hughes <[email protected]>

---------

Signed-off-by: Tommy Hughes <[email protected]>
Signed-off-by: Jacob Weinhold <[email protected]>
@adarshsm adarshsm mentioned this pull request Jul 30, 2026
fix: Bump pymssql to >=2.3.6 for macOS arm64 wheel support #6668
Merged
4 tasks done
adarshsm added a commit to adarshsm/feast that referenced this pull request Jul 30, 2026
@adarshsm
fix: Bump pymssql to >=2.3.6 for macOS arm64 wheel support
ec88b4d
The `azure` extra pinned `pymssql<2.3.3`, which resolves to 2.3.2. That
release ships no macOS arm64 wheel, so `make install-python-dependencies-dev`
fails building pymssql from source on Apple Silicon (feast-dev#5636).

The `<2.3.3` cap was added in feast-dev#5193 because pymssql 2.3.3 dropped its Linux
wheels, which the offline feature-server image build relies on. pymssql 2.3.6+
restored the Linux wheels and added macOS arm64 wheels, so `>=2.3.6` fixes
Apple Silicon dev installs without regressing the offline build.

Regenerated the py3.10/3.11/3.12 CI requirement locks (pymssql 2.3.2 -> 2.3.13)
and the pixi lock. pymssql has no runtime dependencies, so no other packages
change.

Fixes feast-dev#5636
adarshsm added a commit to adarshsm/feast that referenced this pull request Jul 30, 2026
@adarshsm
fix: Bump pymssql to >=2.3.6 for macOS arm64 wheel support
1c2ad51
The `azure` extra pinned `pymssql<2.3.3`, which resolves to 2.3.2. That
release ships no macOS arm64 wheel, so `make install-python-dependencies-dev`
fails building pymssql from source on Apple Silicon (feast-dev#5636).

The `<2.3.3` cap was added in feast-dev#5193 because pymssql 2.3.3 dropped its Linux
wheels, which the offline feature-server image build relies on. pymssql 2.3.6+
restored the Linux wheels and added macOS arm64 wheels, so `>=2.3.6` fixes
Apple Silicon dev installs without regressing the offline build.

Regenerated the py3.10/3.11/3.12 CI requirement locks (pymssql 2.3.2 -> 2.3.13)
and the pixi lock. pymssql has no runtime dependencies, so no other packages
change.

Fixes feast-dev#5636
ntkathole pushed a commit that referenced this pull request Jul 30, 2026
@adarshsm @ntkathole
fix: Bump pymssql to >=2.3.6 for macOS arm64 wheel support
181eb35
The `azure` extra pinned `pymssql<2.3.3`, which resolves to 2.3.2. That
release ships no macOS arm64 wheel, so `make install-python-dependencies-dev`
fails building pymssql from source on Apple Silicon (#5636).

The `<2.3.3` cap was added in #5193 because pymssql 2.3.3 dropped its Linux
wheels, which the offline feature-server image build relies on. pymssql 2.3.6+
restored the Linux wheels and added macOS arm64 wheels, so `>=2.3.6` fixes
Apple Silicon dev installs without regressing the offline build.

Regenerated the py3.10/3.11/3.12 CI requirement locks (pymssql 2.3.2 -> 2.3.13)
and the pixi lock. pymssql has no runtime dependencies, so no other packages
change.

Fixes #5636
jyejare pushed a commit to opendatahub-io/feast that referenced this pull request Aug 5, 2026
@adarshsm @jyejare
fix: Bump pymssql to >=2.3.6 for macOS arm64 wheel support
6646139
The `azure` extra pinned `pymssql<2.3.3`, which resolves to 2.3.2. That
release ships no macOS arm64 wheel, so `make install-python-dependencies-dev`
fails building pymssql from source on Apple Silicon (feast-dev#5636).

The `<2.3.3` cap was added in feast-dev#5193 because pymssql 2.3.3 dropped its Linux
wheels, which the offline feature-server image build relies on. pymssql 2.3.6+
restored the Linux wheels and added macOS arm64 wheels, so `>=2.3.6` fixes
Apple Silicon dev installs without regressing the offline build.

Regenerated the py3.10/3.11/3.12 CI requirement locks (pymssql 2.3.2 -> 2.3.13)
and the pixi lock. pymssql has no runtime dependencies, so no other packages
change.

Fixes feast-dev#5636
franciscojavierarceo pushed a commit that referenced this pull request Aug 21, 2026
@feast-ci-bot
chore(release): release 0.66.0
1d5be95
# [0.66.0](v0.65.0...v0.66.0) (2026-08-21)

### Bug Fixes

* Add connection pre-warming for DynamoDB async client ([89240fa](89240fa)), closes [#6060](#6060)
* Add remote registry client extra ([#6697](#6697)) ([b8dfcb0](b8dfcb0))
* Address review feedback on FIPS cipher suite configuration ([4a35fba](4a35fba))
* Allow remote-registry first apply for new projects ([39d408d](39d408d))
* Avoid importing feast.feature_store at mcp_server import time ([ddb2e9a](ddb2e9a))
* Bump pymssql to >=2.3.6 for macOS arm64 wheel support ([181eb35](181eb35)), closes [#5636](#5636) [#5193](#5193) [#5636](#5636)
* Call ApplySavedDataset RPC instead of ApplyFeatureService in RemoteRegistry.apply_saved_dataset() ([934d341](934d341))
* Catch missing dbt parser dependency in dbt CLI commands ([#6534](#6534)) ([3c2ae3c](3c2ae3c))
* Default authentication to kubernetes auth ([6a4690a](6a4690a))
* Defer feature-freshness thread to post-fork to avoid Gunicorn deadlock ([#6648](#6648)) ([104ad10](104ad10)), closes [#6647](#6647)
* Do not pass undeclared feature view columns to ODFV UDFs ([#6527](#6527)) ([75b9463](75b9463))
* downgrade mcp pin to 1.29.0 and fix CI lockfiles and unit tests ([98e5bca](98e5bca)), closes [#6706](#6706)
* Feast apply silently ignoring ttl updates to None or timedelta(0) ([#6709](#6709)) ([97b0f25](97b0f25)), closes [#6703](#6703)
* Fix mypy TorchTensor type alias error ([#6712](#6712)) ([34de6fa](34de6fa)), closes [#5563](#5563)
* Fixed data source creation form gaps ([5d0f7d6](5d0f7d6))
* Handle parameterized and complex Trino types in type map ([326554d](326554d))
* Isolate default user permissions ([e37adbf](e37adbf))
* Isolate projection join key maps ([d1c709d](d1c709d))
* Map Postgres real to FLOAT instead of DOUBLE ([62db435](62db435))
* Merge shared ODFV source projections in feature resolution ([d269946](d269946)), closes [#6621](#6621)
* More exhaustive athena types ([a9aaefc](a9aaefc))
* Normalize SQL registry read_path to the psycopg3 driver like path ([#6644](#6644)) ([996c6ea](996c6ea)), closes [#6643](#6643)
* **operator:** add spec.services.onlineStore.disabled to opt out of the online store ([d81d4e3](d81d4e3)), closes [#6586](#6586)
* Preinstall DuckDB delta extension for tests ([fd4d49d](fd4d49d)), closes [#6743](#6743)
* Preserve event-time ordering within Redis online_write_batch ([40fb788](40fb788)), closes [#5163](#5163)
* Prevent mutation of cached feature resolution results ([ea17419](ea17419))
* Remote feastRef FeatureStore fails first apply for a new feastProject ([9affee5](9affee5))
* Remove inert subjectaccessreviews and reorganize RBAC rules ([f771ea4](f771ea4))
* Report single-feature-view spark_application materialization success ([a9219d9](a9219d9)), closes [#6673](#6673)
* Reset the global security manager after the permissions fixture ([7667215](7667215))
* Resolve kserve with pip --dry-run instead of installing it ([01da132](01da132)), closes [#6732](#6732)
* Resolve write_to_offline_store feature view with a single registry lookup ([a42dc85](a42dc85)), closes [#4235](#4235)
* Return False from __eq__ on cross-type comparison ([#6637](#6637)) ([0f149a9](0f149a9)), closes [#6636](#6636)
* Reuse IdP-issued client tokens until near expiry ([602d752](602d752))
* Reuse the OIDC JWKS client across requests ([#6683](#6683)) ([a1e6fc2](a1e6fc2))
* Separate CronJob and feature-server ServiceAccounts ([398f643](398f643))
* Serialize UnixTimestamp proto values as raw int64 in remote online store transport ([1e7134f](1e7134f))
* Set FIPS cipher suites before pyarrow.flight import to prevent crash on IBM Power ([979b82a](979b82a))
* Support Entra ID (Azure AD) token claims in OIDC auth ([#6631](#6631)) ([f843c63](f843c63))
* UDF/ODFV source rehydrate (+ Postgres / online cache) ([#6655](#6655)) ([5fd7af7](5fd7af7))
* Updated projects-list.json in order to display newly added projects ([#6657](#6657)) ([3a6a103](3a6a103))
* Use correct image name in multi-arch imagetools push step ([faf85e0](faf85e0))
* Use join keys instead of entity names in ODFV materialization ([#6645](#6645)) ([abffebc](abffebc)), closes [#5965](#5965)
* use matching proto class per feature view list in SqliteOnlineStore.plan() ([adb8c1c](adb8c1c)), closes [#6658](#6658)
* Widen Athena integer type mapping for unsigned ints ([3425783](3425783))

### Features

* Add ConnectionRef to DataSource for pluggable external credential resolution ([28bde01](28bde01))
* Add Feature Service Create in UI ([0399380](0399380))
* Add hybrid to ValidOfflineStoreDBStorePersistenceTypes for HybridOfflineStore support ([#6707](#6707)) ([310ab51](310ab51)), closes [#6701](#6701)
* Add MLflow integration support to Feast operator ([#6611](#6611)) ([52999f1](52999f1))
* Add opt-in filter_by_created_timestamp cutoff to get_historical_features ([#6617](#6617)) ([79b33ce](79b33ce)), closes [#6615](#6615)
* Add optional OIDC token audience and issuer verification ([#6670](#6670)) ([ef307c6](ef307c6))
* Add packaged feature repository support to Feast Operator ([8112b1e](8112b1e)), closes [#6598](#6598)
* add plan() support to DynamoDBOnlineStore ([51ce982](51ce982)), closes [#6658](#6658) [#6659](#6659)
* Added optional namespace/colleciton to datasets ([165fcf2](165fcf2))
* Added SQL registry schema_mode and registry create command ([#6704](#6704)) ([037c4cd](037c4cd))
* Allow users to have protected project on shared registry ([f9923bc](f9923bc))
* Apply Intermediate TLS defaults on API fallback and handle transient errors ([#6587](#6587)) ([43ae993](43ae993))
* **cli:** Updated feast init demo by adding rag template ([#5946](#5946)) ([c8628eb](c8628eb)), closes [#5264](#5264)
* Expose the OIDC JWKS tunables through the operator ([#6690](#6690)) ([fef4e78](fef4e78)), closes [#6683](#6683)
* Making feast vector store with open ai search api compatible ([#6121](#6121)) ([54da19a](54da19a))
* Multi-arch publish for feast operator image ([b221036](b221036))
* OpenLineage lineage enhancements - full object coverage, richer UI, and API-level sync ([#6719](#6719)) ([120a868](120a868))
* **operator:** Add spec.services.initImage for init container image override ([#6598](#6598)) ([ca355cb](ca355cb))
* Pass optional OIDC audience and issuer through the operator ([#6677](#6677)) ([a13ed7b](a13ed7b)), closes [#6670](#6670)
* **server:** Remote Materialization ([#6649](#6649)) ([b7ae488](b7ae488)), closes [#4526](#4526)
* Support Lineage configs via operator ([bf1e54a](bf1e54a))
* Updated datasets UI to support grouping ([7ae64ec](7ae64ec))
Michie-hub pushed a commit to Michie-hub/feast that referenced this pull request Aug 31, 2026
@feast-ci-bot @Michie-hub
chore(release): release 0.66.0
a29c923
# [0.66.0](feast-dev/feast@v0.65.0...v0.66.0) (2026-08-21)

### Bug Fixes

* Add connection pre-warming for DynamoDB async client ([89240fa](feast-dev@89240fa)), closes [feast-dev#6060](feast-dev#6060)
* Add remote registry client extra ([feast-dev#6697](feast-dev#6697)) ([b8dfcb0](feast-dev@b8dfcb0))
* Address review feedback on FIPS cipher suite configuration ([4a35fba](feast-dev@4a35fba))
* Allow remote-registry first apply for new projects ([39d408d](feast-dev@39d408d))
* Avoid importing feast.feature_store at mcp_server import time ([ddb2e9a](feast-dev@ddb2e9a))
* Bump pymssql to >=2.3.6 for macOS arm64 wheel support ([181eb35](feast-dev@181eb35)), closes [feast-dev#5636](feast-dev#5636) [feast-dev#5193](feast-dev#5193) [feast-dev#5636](feast-dev#5636)
* Call ApplySavedDataset RPC instead of ApplyFeatureService in RemoteRegistry.apply_saved_dataset() ([934d341](feast-dev@934d341))
* Catch missing dbt parser dependency in dbt CLI commands ([feast-dev#6534](feast-dev#6534)) ([3c2ae3c](feast-dev@3c2ae3c))
* Default authentication to kubernetes auth ([6a4690a](feast-dev@6a4690a))
* Defer feature-freshness thread to post-fork to avoid Gunicorn deadlock ([feast-dev#6648](feast-dev#6648)) ([104ad10](feast-dev@104ad10)), closes [feast-dev#6647](feast-dev#6647)
* Do not pass undeclared feature view columns to ODFV UDFs ([feast-dev#6527](feast-dev#6527)) ([75b9463](feast-dev@75b9463))
* downgrade mcp pin to 1.29.0 and fix CI lockfiles and unit tests ([98e5bca](feast-dev@98e5bca)), closes [feast-dev#6706](feast-dev#6706)
* Feast apply silently ignoring ttl updates to None or timedelta(0) ([feast-dev#6709](feast-dev#6709)) ([97b0f25](feast-dev@97b0f25)), closes [feast-dev#6703](feast-dev#6703)
* Fix mypy TorchTensor type alias error ([feast-dev#6712](feast-dev#6712)) ([34de6fa](feast-dev@34de6fa)), closes [feast-dev#5563](feast-dev#5563)
* Fixed data source creation form gaps ([5d0f7d6](feast-dev@5d0f7d6))
* Handle parameterized and complex Trino types in type map ([326554d](feast-dev@326554d))
* Isolate default user permissions ([e37adbf](feast-dev@e37adbf))
* Isolate projection join key maps ([d1c709d](feast-dev@d1c709d))
* Map Postgres real to FLOAT instead of DOUBLE ([62db435](feast-dev@62db435))
* Merge shared ODFV source projections in feature resolution ([d269946](feast-dev@d269946)), closes [feast-dev#6621](feast-dev#6621)
* More exhaustive athena types ([a9aaefc](feast-dev@a9aaefc))
* Normalize SQL registry read_path to the psycopg3 driver like path ([feast-dev#6644](feast-dev#6644)) ([996c6ea](feast-dev@996c6ea)), closes [feast-dev#6643](feast-dev#6643)
* **operator:** add spec.services.onlineStore.disabled to opt out of the online store ([d81d4e3](feast-dev@d81d4e3)), closes [feast-dev#6586](feast-dev#6586)
* Preinstall DuckDB delta extension for tests ([fd4d49d](feast-dev@fd4d49d)), closes [feast-dev#6743](feast-dev#6743)
* Preserve event-time ordering within Redis online_write_batch ([40fb788](feast-dev@40fb788)), closes [feast-dev#5163](feast-dev#5163)
* Prevent mutation of cached feature resolution results ([ea17419](feast-dev@ea17419))
* Remote feastRef FeatureStore fails first apply for a new feastProject ([9affee5](feast-dev@9affee5))
* Remove inert subjectaccessreviews and reorganize RBAC rules ([f771ea4](feast-dev@f771ea4))
* Report single-feature-view spark_application materialization success ([a9219d9](feast-dev@a9219d9)), closes [feast-dev#6673](feast-dev#6673)
* Reset the global security manager after the permissions fixture ([7667215](feast-dev@7667215))
* Resolve kserve with pip --dry-run instead of installing it ([01da132](feast-dev@01da132)), closes [feast-dev#6732](feast-dev#6732)
* Resolve write_to_offline_store feature view with a single registry lookup ([a42dc85](feast-dev@a42dc85)), closes [feast-dev#4235](feast-dev#4235)
* Return False from __eq__ on cross-type comparison ([feast-dev#6637](feast-dev#6637)) ([0f149a9](feast-dev@0f149a9)), closes [feast-dev#6636](feast-dev#6636)
* Reuse IdP-issued client tokens until near expiry ([602d752](feast-dev@602d752))
* Reuse the OIDC JWKS client across requests ([feast-dev#6683](feast-dev#6683)) ([a1e6fc2](feast-dev@a1e6fc2))
* Separate CronJob and feature-server ServiceAccounts ([398f643](feast-dev@398f643))
* Serialize UnixTimestamp proto values as raw int64 in remote online store transport ([1e7134f](feast-dev@1e7134f))
* Set FIPS cipher suites before pyarrow.flight import to prevent crash on IBM Power ([979b82a](feast-dev@979b82a))
* Support Entra ID (Azure AD) token claims in OIDC auth ([feast-dev#6631](feast-dev#6631)) ([f843c63](feast-dev@f843c63))
* UDF/ODFV source rehydrate (+ Postgres / online cache) ([feast-dev#6655](feast-dev#6655)) ([5fd7af7](feast-dev@5fd7af7))
* Updated projects-list.json in order to display newly added projects ([feast-dev#6657](feast-dev#6657)) ([3a6a103](feast-dev@3a6a103))
* Use correct image name in multi-arch imagetools push step ([faf85e0](feast-dev@faf85e0))
* Use join keys instead of entity names in ODFV materialization ([feast-dev#6645](feast-dev#6645)) ([abffebc](feast-dev@abffebc)), closes [feast-dev#5965](feast-dev#5965)
* use matching proto class per feature view list in SqliteOnlineStore.plan() ([adb8c1c](feast-dev@adb8c1c)), closes [feast-dev#6658](feast-dev#6658)
* Widen Athena integer type mapping for unsigned ints ([3425783](feast-dev@3425783))

### Features

* Add ConnectionRef to DataSource for pluggable external credential resolution ([28bde01](feast-dev@28bde01))
* Add Feature Service Create in UI ([0399380](feast-dev@0399380))
* Add hybrid to ValidOfflineStoreDBStorePersistenceTypes for HybridOfflineStore support ([feast-dev#6707](feast-dev#6707)) ([310ab51](feast-dev@310ab51)), closes [feast-dev#6701](feast-dev#6701)
* Add MLflow integration support to Feast operator ([feast-dev#6611](feast-dev#6611)) ([52999f1](feast-dev@52999f1))
* Add opt-in filter_by_created_timestamp cutoff to get_historical_features ([feast-dev#6617](feast-dev#6617)) ([79b33ce](feast-dev@79b33ce)), closes [feast-dev#6615](feast-dev#6615)
* Add optional OIDC token audience and issuer verification ([feast-dev#6670](feast-dev#6670)) ([ef307c6](feast-dev@ef307c6))
* Add packaged feature repository support to Feast Operator ([8112b1e](feast-dev@8112b1e)), closes [feast-dev#6598](feast-dev#6598)
* add plan() support to DynamoDBOnlineStore ([51ce982](feast-dev@51ce982)), closes [feast-dev#6658](feast-dev#6658) [feast-dev#6659](feast-dev#6659)
* Added optional namespace/colleciton to datasets ([165fcf2](feast-dev@165fcf2))
* Added SQL registry schema_mode and registry create command ([feast-dev#6704](feast-dev#6704)) ([037c4cd](feast-dev@037c4cd))
* Allow users to have protected project on shared registry ([f9923bc](feast-dev@f9923bc))
* Apply Intermediate TLS defaults on API fallback and handle transient errors ([feast-dev#6587](feast-dev#6587)) ([43ae993](feast-dev@43ae993))
* **cli:** Updated feast init demo by adding rag template ([feast-dev#5946](feast-dev#5946)) ([c8628eb](feast-dev@c8628eb)), closes [feast-dev#5264](feast-dev#5264)
* Expose the OIDC JWKS tunables through the operator ([feast-dev#6690](feast-dev#6690)) ([fef4e78](feast-dev@fef4e78)), closes [feast-dev#6683](feast-dev#6683)
* Making feast vector store with open ai search api compatible ([feast-dev#6121](feast-dev#6121)) ([54da19a](feast-dev@54da19a))
* Multi-arch publish for feast operator image ([b221036](feast-dev@b221036))
* OpenLineage lineage enhancements - full object coverage, richer UI, and API-level sync ([feast-dev#6719](feast-dev#6719)) ([120a868](feast-dev@120a868))
* **operator:** Add spec.services.initImage for init container image override ([feast-dev#6598](feast-dev#6598)) ([ca355cb](feast-dev@ca355cb))
* Pass optional OIDC audience and issuer through the operator ([feast-dev#6677](feast-dev#6677)) ([a13ed7b](feast-dev@a13ed7b)), closes [feast-dev#6670](feast-dev#6670)
* **server:** Remote Materialization ([feast-dev#6649](feast-dev#6649)) ([b7ae488](feast-dev@b7ae488)), closes [feast-dev#4526](feast-dev#4526)
* Support Lineage configs via operator ([bf1e54a](feast-dev@bf1e54a))
* Updated datasets UI to support grouping ([7ae64ec](feast-dev@7ae64ec))

Signed-off-by: Michelle Nhengu <[email protected]>
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Reviewers

@jyejare jyejare jyejare left review comments
@franciscojavierarceo franciscojavierarceo franciscojavierarceo approved these changes
@ntkathole ntkathole ntkathole approved these changes

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@tchughesiv @ntkathole @franciscojavierarceo @jyejare
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