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Release ignite 2025 release to main (#11390) * [Ignite 2025 ship room] Fabric IQ/ontology (#11316) * Remove Real-Time Dashboards * Remove Power BI * Rename contextualization > relationships * Fix build issues * Update redirect formatting * Remove other RTI tutorial steps * Reposition RTI tutorial * Rework for updated features * Fix build * Fix numbering * Break out sections * Add new Ontology workload * Remove changes to DTB item * Add comments * Revert "Break out sections" This reverts commit bde157d18be7010ca82702968f4425b4dfbc2bdc. * Revert "Fix numbering" This reverts commit 2ca84a1c9c9e772481d9431e4b20dbb04a327413. * Revert "Fix build" This reverts commit c08aa5f080d917f2359df39e3a082cdf6d7079e0. * Revert "Rework for updated features" This reverts commit 4c6ea47b416f82c3c36308cadc7499abb4b7d9e9. * Revert "Reposition RTI tutorial" This reverts commit fe1318fe67100bd44ca975ce1612e4c3008ff98e. * Revert "Remove other RTI tutorial steps" This reverts commit 26fc907c2def72421c406ef963ec355cbc990b62. * Revert "Update redirect formatting" This reverts commit 5d5f980b8ccb0ff43af0178cb998a5cd3a6ffa91. * Revert "Fix build issues" This reverts commit 046da8d28c22882c8da6b5968b7a77ae2b8b5c20. * Revert "Rename contextualization > relationships" This reverts commit eb3255499462b99c2b37ed5099d7b9105b33234b. * Revert "Remove Power BI" This reverts commit a6c3490694a19144adc340d200477fc3e46ca27f. * Revert "Remove Real-Time Dashboards" This reverts commit 1d4b3a6b5ca9a0ab21d385c0d0631731b82d846d. * Revert "Remove flows 1" This reverts commit abff342803c804911a60a8380da52e1692d163e6. * Sync RTI * Add raw how-tos * Basic formatting updates * Content updates * Fixes * Clarity updates * Update images * Fixes * Add raw overviews * Basic formatting updates * Add raw how-tos * Basic formatting updates * Content updates * Content updates * Add raw how-to * Basic formatting updates * Content updates * Standardize and clean * Update images * Add preview language * Build fix * Build suggestion * Add preview language to index * Update casing * Reorganize graph refresh info * Update how-to-use-preview-experience.md * Add Ontology in Fabric docs * Load tutorials * Acrolinx * Fixes * Add links * Build updates * Mapping > data binding * Resolve zone warning * Fixes * Add screenshot * Update img * Add CI/CD in Fabric * Add naming guidance * Add ontology as data agent source * Update workload name * Update workload name * Edit name * Update docs/knowledge/ontology/how-to-create-entity-types.md * Fix link * Fix link * Update sample link * Add data agent how-to * Update data agent content * Reformat preview * Reformat preview * PM feedback * Update link text * Updates * Add preview screenshots * Update workload overview * Update TOC and links * Edit preview text * Update index card/workload text * Update index card * Add lightboxes * New index card * Fixes * Correct note formatting * Update tutorial screenshots 1 * Add lightboxes * Visual edits * Update tutorial screenshots 2 * Update how-to screenshots * Update tutorial, how-to * Fixes * Add known issue note * Update rules ss * Update sm support * Restore original relationship directions * Fixes * Fix typo in filtering by Store ID screenshot * Remove incomplete * Standardize workload description * Add graph prereq * Update rules * Remove rules * Remove warning * Update overview * Update workload name * Update IQ index * Update overviews * Shorten workload name * Add FAQ content * Update links * Edits * Imlement feedback * Update workload name * Fix build * Add intro * Update date * PoliCheck update, zone pivot fix --------- Co-authored-by: James Barnett <v-jabarnett@microsoft.com> Co-authored-by: Alma Jenks (BEYONDSOFT CONSULTING INC) <v-alje@microsoft.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: v-ccolin <72402153+v-ccolin@users.noreply.github.com> Co-authored-by: Stacy Chambers <102548089+Stacyrch140@users.noreply.github.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Anna Huff <v-annahuff@microsoft.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> * [Ignite 2025 ship room] Fabric Onelake #508397 (#11315) * Updating docs for ReadWrite permission * Incorporating review changes * Adding Snowflake database item docs * Updating for clarity * Updating publish date in metadata * Correcting indentation * Addressing feedback * Addressing feedback * Updating based on feedback * Update docs/onelake/snowflake/create-snowflake-database-item.md Co-authored-by: Kelly Gremban <kgremban@microsoft.com> * Update docs/onelake/snowflake/create-snowflake-database-item.md Co-authored-by: Kelly Gremban <kgremban@microsoft.com> * Update docs/onelake/snowflake/create-snowflake-database-item.md Co-authored-by: Kelly Gremban <kgremban@microsoft.com> * Update docs/onelake/snowflake/create-snowflake-database-item.md Co-authored-by: Kelly Gremban <kgremban@microsoft.com> * Addressing review feedback * Correcting screenshot names * Update docs/onelake/snowflake/create-snowflake-database-item.md --------- Co-authored-by: aamerril <aamerril@microsoft.com> Co-authored-by: Matthew Hicks <mahi@microsoft.com> Co-authored-by: Matthew Hicks <matt1883@users.noreply.github.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: v-alje <v-alje@microsoft.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> * [Ignite 2025 ship room] Cosmos DB in Microsoft Fabric (#11209) * Remove preview notes * Remove preview from article metadata * Remove preview from H1 header * Remove preview mentions from metadata descriptions * Remove mentions of preview from article text * Structure article for two sample data sets * Generate vector sample data sections * Add placeholders * Remove errant links * Strip `preview` from Azure Cosmos DB mirroring feature * Refactor FAQ content for Cosmos DB in Fabric Updated references to 'Microsoft Fabric' to 'Fabric' for consistency. Also removed tenant switch details and added question regarding item level permissions. * Clarify title in index-vector-data.md Removed Cosmos DB in Microsoft Fabric language as the terminology should be Cosmos DB in Fabric * Changed product naming in full-text-indexing.md Removed Cosmos DB in Microsoft Fabric language as the terminology should be Cosmos DB in Fabric * Changed product naming in hybrid-search.md Removed Cosmos DB in Microsoft Fabric language as the terminology should be Cosmos DB in Fabric * Update quickstart screenshots * Add next step link from Quickstart to tutorial * Fix link * update CMK articles. * fix acrolinx score * Merge branch 'main' of https://github.com/microsoftdocs/fabric-docs-pr into release-ignite-fabric-database-cosmos-db-dirty-pr * update limitations * quick fix * fix label on link * billing and usage update * updates add graphics * adding fabric specific limitations * update request units and autoscale docs * fix zone pivot groups * fix deep link to full-text doc * init commit on changes * remove UAMI limitation * fixes from editors * fix broken links * Update docs/database/cosmos-db/autoscale-throughput.md * Update quick start article for new data set and query * Update sample data structure and schema * Update lakehouse article to reflect new UI and new sample data * Revert "Update lakehouse article to reflect new UI and new sample data" This reverts commit 5027ba4613b6d7c1577de0f6ef60fdc98d46d8c5. * Update lakehouse article to reflect new UI and new sample data * Add advanced query scenario and update all screenshots * Chnage order of lakehouse and power bi docs * Remove countryOfOrigin col ref * update secure solution articles * fix pii * update indexing articles * Update security.md * Update PBI to be thorough for v2 connector * Make PBI Service the first tab * add notebook authentication * fixed spelling * update container configuration * Apply suggestions from code review * update ttl articles * update overview * Update docs/database/cosmos-db/overview.md * Update docs/database/cosmos-db/how-to-configure-container.md * add samples toc * update notebook auth pre-reqs * Remove tutorial for PBI Desktop * add udf article * test fix toc url to sample repo * fix the other TOC samples * update toc for integrate with fabric services * fix 1 on image paths * test 2 * Expand FAQ for more detailed support * Minor fixes * Remove CDB for NoSQL reference * fix links * fix more links * fix test functions link * Seperate PBI limitations to new article * Small fixes to mirroring docs and native regions * Fix links * Improve onelake query and add openjson * fix numbering * Initial Commit for how-to-us-spark-directly * update lightbox urls * update TOC * Improve Spark tutorial with better examples and updated sample data references * fix acrolinx * added link to full sample, update intro paragraph * fix numbering * small updates * small changes * small changes 2 * small changes 3 * small changes 4 * update dataset * update queries * update for clarity * update for acrolinx 1 * Apply suggestions from code review * add new notebook, rename spark notebook article * final tweaks on articles * fix issues * fix warning on zone pivots * fix correct include * change h2 header * fixes * fix title case in doc * update for grammar and clarity * update for Acrolinx * update for Acrolinx 2 * update query format * Update docs/database/cosmos-db/how-to-use-spark-notebooks.md * update query format 2 * Fix broken TOC link Fix href for Spark analytics with Power BI queries --------- Co-authored-by: Stacy Chambers <102548089+Stacyrch140@users.noreply.github.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: Alma Jenks (BEYONDSOFT CONSULTING INC) <v-alje@microsoft.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com> Co-authored-by: Jai Maldonado <jilene.mal@gmail.com> Co-authored-by: Carolyn McSharry <228958522+Carolyn135@users.noreply.github.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Mark Brown <mjbrown@microsoft.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> Co-authored-by: James Barnett <v-jabarnett@microsoft.com> Co-authored-by: Mark Brown <markjbrown@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: Gary Hope <30275697+GaryHopeMS@users.noreply.github.com> Co-authored-by: v-ccolin <72402153+v-ccolin@users.noreply.github.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> * [TEST] fabric-docs-pr Release ignite fabric sql database (#10879) * 20251020 AI functions what's new * 20251020 AI functions * 20251028 encryption Co-authored-by: Pieter Vanhove <pieter.vanhove@microsoft.com> * 20251028 fabric sql database audit * Fix typo in SQL access controls documentation Corrected typo in the description of Native SQL access controls. * 20251031 Fabric SQL Database Virtualization * acrolinx * 20251105 mssql-python GA Co-authored-by: David Levy <dlevy@microsoft.com> * 20251105 query editor improvements, features, screenshots Co-authored-by: yoleichen <166672872+yoleichen@users.noreply.github.com> * 20251110 limitations update for xevents * [SQL database] Copilot feature GA release * update date for Ignite * reviewer suggested edits --------- Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Alma Jenks (BEYONDSOFT CONSULTING INC) <v-alje@microsoft.com> Co-authored-by: Pieter Vanhove <pieter.vanhove@microsoft.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> Co-authored-by: Ross McAllister <10053959+rmca14@users.noreply.github.com> Co-authored-by: David Levy <dlevy@microsoft.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com> Co-authored-by: yoleichen <166672872+yoleichen@users.noreply.github.com> Co-authored-by: Mark Ghanayem <22989000+markingmyname@users.noreply.github.com> * [Ignite 2025 ship room] - Fabric Real-Time Intelligence - 499172 (#11218) * Added the new Data labels feature * Added the new Data labels feature * Added the new Data labels feature * Added the new Data labels feature * Added the new Data labels feature * updated image. * added support for Raster images (in PMTiles) and Cloud Optimized GeoTIFF (COG) files. * Added impaortant note regarding support for COG files. * RTI: DW eventhouse endpoint # Thank you for contributing to Microsoft Fabric documentation ## Fill out these items before submitting your pull request: If you are working internally at Microsoft: **Provide a link to an Azure DevOps Boards work item that tracks this feature/update.** > > **Who is your primary Skilling team contact?** \@mention them individually tag them and let them review the PR before signing off. > > ## For internal Microsoft contributors, check off these quality control items as you go - [ ] 1. **Check the Acrolinx report:** Make sure your Acrolinx Total score is **above 80 minimum** (higher is better) and with no spelling issues. Acrolinx ensures we are providing consistent terminology and using an appropriate voice and tone, and helps with localization. - [ ] 2. **Successful build with no warnings or suggestions**: Review the build status to make sure **all files are green** (Succeeded). - [ ] 3. **Preview the pages:**: Click each **Preview URL** link to view the rendered HTML pages on the review.learn.microsoft.com site to check the formatting and alignment of the page. Scan the page for overall formatting, and look at the parts you edited in detail. - [ ] 4. **Check the Table of Contents:** If you are adding a new markdown file, make sure it is linked from the table of contents. - [ ] 5. **#sign-off to request PR review and merge**: Once the pull request is finalized and ready to be merged, indicate so by typing `#sign-off` in a new comment in the Pull Request. If you need to cancel that sign-off, type `#hold-off` instead. *Signing off means the document can be published at any time.* Note, this is a formatting and standards review, not a technical review. ## Merge and publish - After you `#sign-off`, there is a separate PR Review team that will review the PR and describe any necessary feedback before merging. - The review team will use the comments section in the PR to provide feedback if changes are needed. Address any blocking issues and sign off again to request another review. - Once all feedback is resolved, you can `#sign-off` again. The PR Review team reviews and merges the pull request into the specified branch (usually the main branch or a release- branch). - From the main branch, the change is merged into the live branch several times a day to publish it to the public learn.microsoft.com site. * Operations agent clean 11-03 * Specified that PMTiles created from raster or vector tiles are used as tilesets in Fabric Maps and that PMTiles can be created using vector tiles. * Add HTTP connector source to an eventstream * Add HTTP connector source to an eventstream * Add HTTP connector source to an eventstream * Updated the screenshot that illustrates data labels identifying high-risk vegetation areas located along high-voltage transmission lines. * Removed unused image file * Blocking fixes + Will's final comments * Add Cribl connector to an eventstream * resolve comments * Add Cribl source * Add Cribl connector to an eventstream * Blocking fixes * Added example screenshot showing Cloud Optimized GeoTIFF (COG) overlaying the map. * Bringing back the latest TOC * new example screenshots demonstrating the new data label feature. * Update docs/real-time-intelligence/event-streams/add-source-http.md * added capacity events * acrolynx * Fixed blocking issues * Update explore-fabric-capacity-overview-events.md * Remove ms.custom field from documentation * Resolve comments * Resolve comments * Resolve comments * Update docs/real-time-intelligence/event-streams/add-source-cribl.md Co-authored-by: Xu JIANG <68268054+xujxu@users.noreply.github.com> * Update docs/real-time-intelligence/event-streams/add-source-cribl.md Co-authored-by: Xu JIANG <68268054+xujxu@users.noreply.github.com> * Fixed blocking issues * Updated doc * Operations Agent - Added a link to an internal doc * fixed link * broken link * broken link * link * formatting * formatting * Fabric Capacity Overview events in Eventstream * Acrolynx * fixed toc name --------- Co-authored-by: stevemunk <33468793+stevemunk@users.noreply.github.com> Co-authored-by: ktalmor <193799742+ktalmor@users.noreply.github.com> Co-authored-by: Hodayah Zargari <v-hzargari@microsoft.com> Co-authored-by: Wenyang Shi <v-wenyangshi@microsoft.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> Co-authored-by: v-alje <v-alje@microsoft.com> Co-authored-by: Wenyang Shi <wenyang1304@gmail.com> Co-authored-by: WenyangShi <145749580+WenyangShi@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com> Co-authored-by: George Guirguis <george.guirguis@microsoft.com> Co-authored-by: Carolyn McSharry <228958522+Carolyn135@users.noreply.github.com> Co-authored-by: Xu JIANG <68268054+xujxu@users.noreply.github.com> Co-authored-by: Saurabh Ruikar <sruikar@microsoft.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> * [Ignite 2025 ship room] Fabric data science (#11338) * ai search updates * typos * fixed acrolinx issues * acrolinx * clarity score * Apply suggestions from PR review * adding ignite content * adding DA ignite content * updating DA ignite content * updating ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * Fix link to Azure AI Search quickstart Updated the link to the Azure AI Search quickstart for better accessibility. --------- Co-authored-by: midesa <46385371+midesa@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: v-alje <v-alje@microsoft.com> Co-authored-by: amhjf <61473760+amhjf@users.noreply.github.com> Co-authored-by: Stacy Chambers <102548089+Stacyrch140@users.noreply.github.com> * [Ignite 2025 ShipRoom] Release ignite 2025 data integration (#11281) * Create dataflow-gen2-ai-functions.md * Update toc.yml * update * Update dataflow-gen2-ai-functions.md * Apply suggestions from PR review * Removing preview from SQL Server * Initial article add * Voice edits * Resolving links * Resolving link * Format edits * Hierarchical view additions * Format updates * Mirroring for SAP preview * Updates for Iceberg table mirroring * Address feedback * Updating image format * Apply suggestions from code review * SQL Server mirroring VNet gateway support * Update documentation for Azure Database for PostgreSQL mirroring for General Availability. - Revised security requirements and authentication methods to include support for Entra roles. - Updated limitations and troubleshooting sections for clarity and accuracy, including HA support. - Adjusted tutorial content to reflect the latest changes in mirroring components and configurations. - Corrected dates and improved overall readability across multiple documents. * Apply suggestions from code review Co-authored-by: Whitney Henderson <13474870+whhender@users.noreply.github.com> * Fix formatting in PostgreSQL mirroring FAQ * Fix grammatical error in PostgreSQL tutorial * update * Update dataflow-gen2-ai-functions.md * Update dataflow-gen2-ai-functions.md * Resolving suggestions * Adding preview and GA items to what's new * [Dirty merge] upstream release branch with DI release branch - Resolve merge on what's new release 2025 (#11342) * [Ignite 2025 ship room] Fabric IQ/ontology (#11316) * Remove Real-Time Dashboards * Remove Power BI * Rename contextualization > relationships * Fix build issues * Update redirect formatting * Remove other RTI tutorial steps * Reposition RTI tutorial * Rework for updated features * Fix build * Fix numbering * Break out sections * Add new Ontology workload * Remove changes to DTB item * Add comments * Revert "Break out sections" This reverts commit bde157d18be7010ca82702968f4425b4dfbc2bdc. * Revert "Fix numbering" This reverts commit 2ca84a1c9c9e772481d9431e4b20dbb04a327413. * Revert "Fix build" This reverts commit c08aa5f080d917f2359df39e3a082cdf6d7079e0. * Revert "Rework for updated features" This reverts commit 4c6ea47b416f82c3c36308cadc7499abb4b7d9e9. * Revert "Reposition RTI tutorial" This reverts commit fe1318fe67100bd44ca975ce1612e4c3008ff98e. * Revert "Remove other RTI tutorial steps" This reverts commit 26fc907c2def72421c406ef963ec355cbc990b62. * Revert "Update redirect formatting" This reverts commit 5d5f980b8ccb0ff43af0178cb998a5cd3a6ffa91. * Revert "Fix build issues" This reverts commit 046da8d28c22882c8da6b5968b7a77ae2b8b5c20. * Revert "Rename contextualization > relationships" This reverts commit eb3255499462b99c2b37ed5099d7b9105b33234b. * Revert "Remove Power BI" This reverts commit a6c3490694a19144adc340d200477fc3e46ca27f. * Revert "Remove Real-Time Dashboards" This reverts commit 1d4b3a6b5ca9a0ab21d385c0d0631731b82d846d. * Revert "Remove flows 1" This reverts commit abff342803c804911a60a8380da52e1692d163e6. * Sync RTI * Add raw how-tos * Basic formatting updates * Content updates * Fixes * Clarity updates * Update images * Fixes * Add raw overviews * Basic formatting updates * Add raw how-tos * Basic formatting updates * Content updates * Content updates * Add raw how-to * Basic formatting updates * Content updates * Standardize and clean * Update images * Add preview language * Build fix * Build suggestion * Add preview language to index * Update casing * Reorganize graph refresh info * Update how-to-use-preview-experience.md * Add Ontology in Fabric docs * Load tutorials * Acrolinx * Fixes * Add links * Build updates * Mapping > data binding * Resolve zone warning * Fixes * Add screenshot * Update img * Add CI/CD in Fabric * Add naming guidance * Add ontology as data agent source * Update workload name * Update workload name * Edit name * Update docs/knowledge/ontology/how-to-create-entity-types.md * Fix link * Fix link * Update sample link * Add data agent how-to * Update data agent content * Reformat preview * Reformat preview * PM feedback * Update link text * Updates * Add preview screenshots * Update workload overview * Update TOC and links * Edit preview text * Update index card/workload text * Update index card * Add lightboxes * New index card * Fixes * Correct note formatting * Update tutorial screenshots 1 * Add lightboxes * Visual edits * Update tutorial screenshots 2 * Update how-to screenshots * Update tutorial, how-to * Fixes * Add known issue note * Update rules ss * Update sm support * Restore original relationship directions * Fixes * Fix typo in filtering by Store ID screenshot * Remove incomplete * Standardize workload description * Add graph prereq * Update rules * Remove rules * Remove warning * Update overview * Update workload name * Update IQ index * Update overviews * Shorten workload name * Add FAQ content * Update links * Edits * Imlement feedback * Update workload name * Fix build * Add intro * Update date * PoliCheck update, zone pivot fix --------- Co-authored-by: James Barnett <v-jabarnett@microsoft.com> Co-authored-by: Alma Jenks (BEYONDSOFT CONSULTING INC) <v-alje@microsoft.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: v-ccolin <72402153+v-ccolin@users.noreply.github.com> Co-authored-by: Stacy Chambers <102548089+Stacyrch140@users.noreply.github.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Anna Huff <v-annahuff@microsoft.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> * [Ignite 2025 ship room] Fabric Onelake #508397 (#11315) * Updating docs for ReadWrite permission * Incorporating review changes * Adding Snowflake database item docs * Updating for clarity * Updating publish date in metadata * Correcting indentation * Addressing feedback * Addressing feedback * Updating based on feedback * Update docs/onelake/snowflake/create-snowflake-database-item.md Co-authored-by: Kelly Gremban <kgremban@microsoft.com> * Update docs/onelake/snowflake/create-snowflake-database-item.md Co-authored-by: Kelly Gremban <kgremban@microsoft.com> * Update docs/onelake/snowflake/create-snowflake-database-item.md Co-authored-by: Kelly Gremban <kgremban@microsoft.com> * Update docs/onelake/snowflake/create-snowflake-database-item.md Co-authored-by: Kelly Gremban <kgremban@microsoft.com> * Addressing review feedback * Correcting screenshot names * Update docs/onelake/snowflake/create-snowflake-database-item.md --------- Co-authored-by: aamerril <aamerril@microsoft.com> Co-authored-by: Matthew Hicks <mahi@microsoft.com> Co-authored-by: Matthew Hicks <matt1883@users.noreply.github.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: v-alje <v-alje@microsoft.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> * [Ignite 2025 ship room] Cosmos DB in Microsoft Fabric (#11209) * Remove preview notes * Remove preview from article metadata * Remove preview from H1 header * Remove preview mentions from metadata descriptions * Remove mentions of preview from article text * Structure article for two sample data sets * Generate vector sample data sections * Add placeholders * Remove errant links * Strip `preview` from Azure Cosmos DB mirroring feature * Refactor FAQ content for Cosmos DB in Fabric Updated references to 'Microsoft Fabric' to 'Fabric' for consistency. Also removed tenant switch details and added question regarding item level permissions. * Clarify title in index-vector-data.md Removed Cosmos DB in Microsoft Fabric language as the terminology should be Cosmos DB in Fabric * Changed product naming in full-text-indexing.md Removed Cosmos DB in Microsoft Fabric language as the terminology should be Cosmos DB in Fabric * Changed product naming in hybrid-search.md Removed Cosmos DB in Microsoft Fabric language as the terminology should be Cosmos DB in Fabric * Update quickstart screenshots * Add next step link from Quickstart to tutorial * Fix link * update CMK articles. * fix acrolinx score * Merge branch 'main' of https://github.com/microsoftdocs/fabric-docs-pr into release-ignite-fabric-database-cosmos-db-dirty-pr * update limitations * quick fix * fix label on link * billing and usage update * updates add graphics * adding fabric specific limitations * update request units and autoscale docs * fix zone pivot groups * fix deep link to full-text doc * init commit on changes * remove UAMI limitation * fixes from editors * fix broken links * Update docs/database/cosmos-db/autoscale-throughput.md * Update quick start article for new data set and query * Update sample data structure and schema * Update lakehouse article to reflect new UI and new sample data * Revert "Update lakehouse article to reflect new UI and new sample data" This reverts commit 5027ba4613b6d7c1577de0f6ef60fdc98d46d8c5. * Update lakehouse article to reflect new UI and new sample data * Add advanced query scenario and update all screenshots * Chnage order of lakehouse and power bi docs * Remove countryOfOrigin col ref * update secure solution articles * fix pii * update indexing articles * Update security.md * Update PBI to be thorough for v2 connector * Make PBI Service the first tab * add notebook authentication * fixed spelling * update container configuration * Apply suggestions from code review * update ttl articles * update overview * Update docs/database/cosmos-db/overview.md * Update docs/database/cosmos-db/how-to-configure-container.md * add samples toc * update notebook auth pre-reqs * Remove tutorial for PBI Desktop * add udf article * test fix toc url to sample repo * fix the other TOC samples * update toc for integrate with fabric services * fix 1 on image paths * test 2 * Expand FAQ for more detailed support * Minor fixes * Remove CDB for NoSQL reference * fix links * fix more links * fix test functions link * Seperate PBI limitations to new article * Small fixes to mirroring docs and native regions * Fix links * Improve onelake query and add openjson * fix numbering * Initial Commit for how-to-us-spark-directly * update lightbox urls * update TOC * Improve Spark tutorial with better examples and updated sample data references * fix acrolinx * added link to full sample, update intro paragraph * fix numbering * small updates * small changes * small changes 2 * small changes 3 * small changes 4 * update dataset * update queries * update for clarity * update for acrolinx 1 * Apply suggestions from code review * add new notebook, rename spark notebook article * final tweaks on articles * fix issues * fix warning on zone pivots * fix correct include * change h2 header * fixes * fix title case in doc * update for grammar and clarity * update for Acrolinx * update for Acrolinx 2 * update query format * Update docs/database/cosmos-db/how-to-use-spark-notebooks.md * update query format 2 * Fix broken TOC link Fix href for Spark analytics with Power BI queries --------- Co-authored-by: Stacy Chambers <102548089+Stacyrch140@users.noreply.github.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: Alma Jenks (BEYONDSOFT CONSULTING INC) <v-alje@microsoft.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com> Co-authored-by: Jai Maldonado <jilene.mal@gmail.com> Co-authored-by: Carolyn McSharry <228958522+Carolyn135@users.noreply.github.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Mark Brown <mjbrown@microsoft.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> Co-authored-by: James Barnett <v-jabarnett@microsoft.com> Co-authored-by: Mark Brown <markjbrown@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: Gary Hope <30275697+GaryHopeMS@users.noreply.github.com> Co-authored-by: v-ccolin <72402153+v-ccolin@users.noreply.github.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> * [TEST] fabric-docs-pr Release ignite fabric sql database (#10879) * 20251020 AI functions what's new * 20251020 AI functions * 20251028 encryption Co-authored-by: Pieter Vanhove <pieter.vanhove@microsoft.com> * 20251028 fabric sql database audit * Fix typo in SQL access controls documentation Corrected typo in the description of Native SQL access controls. * 20251031 Fabric SQL Database Virtualization * acrolinx * 20251105 mssql-python GA Co-authored-by: David Levy <dlevy@microsoft.com> * 20251105 query editor improvements, features, screenshots Co-authored-by: yoleichen <166672872+yoleichen@users.noreply.github.com> * 20251110 limitations update for xevents * [SQL database] Copilot feature GA release * update date for Ignite * reviewer suggested edits --------- Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Alma Jenks (BEYONDSOFT CONSULTING INC) <v-alje@microsoft.com> Co-authored-by: Pieter Vanhove <pieter.vanhove@microsoft.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> Co-authored-by: Ross McAllister <10053959+rmca14@users.noreply.github.com> Co-authored-by: David Levy <dlevy@microsoft.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com> Co-authored-by: yoleichen <166672872+yoleichen@users.noreply.github.com> Co-authored-by: Mark Ghanayem <22989000+markingmyname@users.noreply.github.com> * [Ignite 2025 ship room] - Fabric Real-Time Intelligence - 499172 (#11218) * Added the new Data labels feature * Added the new Data labels feature * Added the new Data labels feature * Added the new Data labels feature * Added the new Data labels feature * updated image. * added support for Raster images (in PMTiles) and Cloud Optimized GeoTIFF (COG) files. * Added impaortant note regarding support for COG files. * RTI: DW eventhouse endpoint # Thank you for contributing to Microsoft Fabric documentation ## Fill out these items before submitting your pull request: If you are working internally at Microsoft: **Provide a link to an Azure DevOps Boards work item that tracks this feature/update.** > > **Who is your primary Skilling team contact?** \@mention them individually tag them and let them review the PR before signing off. > > ## For internal Microsoft contributors, check off these quality control items as you go - [ ] 1. **Check the Acrolinx report:** Make sure your Acrolinx Total score is **above 80 minimum** (higher is better) and with no spelling issues. Acrolinx ensures we are providing consistent terminology and using an appropriate voice and tone, and helps with localization. - [ ] 2. **Successful build with no warnings or suggestions**: Review the build status to make sure **all files are green** (Succeeded). - [ ] 3. **Preview the pages:**: Click each **Preview URL** link to view the rendered HTML pages on the review.learn.microsoft.com site to check the formatting and alignment of the page. Scan the page for overall formatting, and look at the parts you edited in detail. - [ ] 4. **Check the Table of Contents:** If you are adding a new markdown file, make sure it is linked from the table of contents. - [ ] 5. **#sign-off to request PR review and merge**: Once the pull request is finalized and ready to be merged, indicate so by typing `#sign-off` in a new comment in the Pull Request. If you need to cancel that sign-off, type `#hold-off` instead. *Signing off means the document can be published at any time.* Note, this is a formatting and standards review, not a technical review. ## Merge and publish - After you `#sign-off`, there is a separate PR Review team that will review the PR and describe any necessary feedback before merging. - The review team will use the comments section in the PR to provide feedback if changes are needed. Address any blocking issues and sign off again to request another review. - Once all feedback is resolved, you can `#sign-off` again. The PR Review team reviews and merges the pull request into the specified branch (usually the main branch or a release- branch). - From the main branch, the change is merged into the live branch several times a day to publish it to the public learn.microsoft.com site. * Operations agent clean 11-03 * Specified that PMTiles created from raster or vector tiles are used as tilesets in Fabric Maps and that PMTiles can be created using vector tiles. * Add HTTP connector source to an eventstream * Add HTTP connector source to an eventstream * Add HTTP connector source to an eventstream * Updated the screenshot that illustrates data labels identifying high-risk vegetation areas located along high-voltage transmission lines. * Removed unused image file * Blocking fixes + Will's final comments * Add Cribl connector to an eventstream * resolve comments * Add Cribl source * Add Cribl connector to an eventstream * Blocking fixes * Added example screenshot showing Cloud Optimized GeoTIFF (COG) overlaying the map. * Bringing back the latest TOC * new example screenshots demonstrating the new data label feature. * Update docs/real-time-intelligence/event-streams/add-source-http.md * added capacity events * acrolynx * Fixed blocking issues * Update explore-fabric-capacity-overview-events.md * Remove ms.custom field from documentation * Resolve comments * Resolve comments * Resolve comments * Update docs/real-time-intelligence/event-streams/add-source-cribl.md Co-authored-by: Xu JIANG <68268054+xujxu@users.noreply.github.com> * Update docs/real-time-intelligence/event-streams/add-source-cribl.md Co-authored-by: Xu JIANG <68268054+xujxu@users.noreply.github.com> * Fixed blocking issues * Updated doc * Operations Agent - Added a link to an internal doc * fixed link * broken link * broken link * link * formatting * formatting * Fabric Capacity Overview events in Eventstream * Acrolynx * fixed toc name --------- Co-authored-by: stevemunk <33468793+stevemunk@users.noreply.github.com> Co-authored-by: ktalmor <193799742+ktalmor@users.noreply.github.com> Co-authored-by: Hodayah Zargari <v-hzargari@microsoft.com> Co-authored-by: Wenyang Shi <v-wenyangshi@microsoft.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> Co-authored-by: v-alje <v-alje@microsoft.com> Co-authored-by: Wenyang Shi <wenyang1304@gmail.com> Co-authored-by: WenyangShi <145749580+WenyangShi@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com> Co-authored-by: George Guirguis <george.guirguis@microsoft.com> Co-authored-by: Carolyn McSharry <228958522+Carolyn135@users.noreply.github.com> Co-authored-by: Xu JIANG <68268054+xujxu@users.noreply.github.com> Co-authored-by: Saurabh Ruikar <sruikar@microsoft.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> --------- Co-authored-by: Bailey Anderson <baanders@microsoft.com> Co-authored-by: James Barnett <v-jabarnett@microsoft.com> Co-authored-by: Alma Jenks (BEYONDSOFT CONSULTING INC) <v-alje@microsoft.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: v-ccolin <72402153+v-ccolin@users.noreply.github.com> Co-authored-by: Stacy Chambers <102548089+Stacyrch140@users.noreply.github.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Anna Huff <v-annahuff@microsoft.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> Co-authored-by: Kelly Gremban <kgremban@microsoft.com> Co-authored-by: aamerril <aamerril@microsoft.com> Co-authored-by: Matthew Hicks <mahi@microsoft.com> Co-authored-by: Matthew Hicks <matt1883@users.noreply.github.com> Co-authored-by: Sidney Andrews <sidandrews@microsoft.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com> Co-authored-by: Jai Maldonado <jilene.mal@gmail.com> Co-authored-by: Carolyn McSharry <228958522+Carolyn135@users.noreply.github.com> Co-authored-by: Mark Brown <mjbrown@microsoft.com> Co-authored-by: Mark Brown <markjbrown@users.noreply.github.com> Co-authored-by: Gary Hope <30275697+GaryHopeMS@users.noreply.github.com> Co-authored-by: William Assaf MSFT <74387232+WilliamDAssafMSFT@users.noreply.github.com> Co-authored-by: Pieter Vanhove <pieter.vanhove@microsoft.com> Co-authored-by: Ross McAllister <10053959+rmca14@users.noreply.github.com> Co-authored-by: David Levy <dlevy@microsoft.com> Co-authored-by: yoleichen <166672872+yoleichen@users.noreply.github.com> Co-authored-by: Mark Ghanayem <22989000+markingmyname@users.noreply.github.com> Co-authored-by: Sreedhar Pelluru <6722422+spelluru@users.noreply.github.com> Co-authored-by: stevemunk <33468793+stevemunk@users.noreply.github.com> Co-authored-by: ktalmor <193799742+ktalmor@users.noreply.github.com> Co-authored-by: Hodayah Zargari <v-hzargari@microsoft.com> Co-authored-by: Wenyang Shi <v-wenyangshi@microsoft.com> Co-authored-by: Wenyang Shi <wenyang1304@gmail.com> Co-authored-by: WenyangShi <145749580+WenyangShi@users.noreply.github.com> Co-authored-by: George Guirguis <george.guirguis@microsoft.com> Co-authored-by: Xu JIANG <68268054+xujxu@users.noreply.github.com> Co-authored-by: Saurabh Ruikar <sruikar@microsoft.com> * [Dirty merge] Resolving whats new again (#11343) * [Ignite 2025 ship room] Fabric IQ/ontology (#11316) * Remove Real-Time Dashboards * Remove Power BI * Rename contextualization > relationships * Fix build issues * Update redirect formatting * Remove other RTI tutorial steps * Reposition RTI tutorial * Rework for updated features * Fix build * Fix numbering * Break out sections * Add new Ontology workload * Remove changes to DTB item * Add comments * Revert "Break out sections" This reverts commit bde157d18be7010ca82702968f4425b4dfbc2bdc. * Revert "Fix numbering" This reverts commit 2ca84a1c9c9e772481d9431e4b20dbb04a327413. * Revert "Fix build" This reverts commit c08aa5f080d917f2359df39e3a082cdf6d7079e0. * Revert "Rework for updated features" This reverts commit 4c6ea47b416f82c3c36308cadc7499abb4b7d9e9. * Revert "Reposition RTI tutorial" This reverts commit fe1318fe67100bd44ca975ce1612e4c3008ff98e. * Revert "Remove other RTI tutorial steps" This reverts commit 26fc907c2def72421c406ef963ec355cbc990b62. * Revert "Update redirect formatting" This reverts commit 5d5f980b8ccb0ff43af0178cb998a5cd3a6ffa91. * Revert "Fix build issues" This reverts commit 046da8d28c22882c8da6b5968b7a77ae2b8b5c20. * Revert "Rename contextualization > relationships" This reverts commit eb3255499462b99c2b37ed5099d7b9105b33234b. * Revert "Remove Power BI" This reverts commit a6c3490694a19144adc340d200477fc3e46ca27f. * Revert "Remove Real-Time Dashboards" This reverts commit 1d4b3a6b5ca9a0ab21d385c0d0631731b82d846d. * Revert "Remove flows 1" This reverts commit abff342803c804911a60a8380da52e1692d163e6. * Sync RTI * Add raw how-tos * Basic formatting updates * Content updates * Fixes * Clarity updates * Update images * Fixes * Add raw overviews * Basic formatting updates * Add raw how-tos * Basic formatting updates * Content updates * Content updates * Add raw how-to * Basic formatting updates * Content updates * Standardize and clean * Update images * Add preview language * Build fix * Build suggestion * Add preview language to index * Update casing * Reorganize graph refresh info * Update how-to-use-preview-experience.md * Add Ontology in Fabric docs * Load tutorials * Acrolinx * Fixes * Add links * Build updates * Mapping > data binding * Resolve zone warning * Fixes * Add screenshot * Update img * Add CI/CD in Fabric * Add naming guidance * Add ontology as data agent source * Update workload name * Update workload name * Edit name * Update docs/knowledge/ontology/how-to-create-entity-types.md * Fix link * Fix link * Update sample link * Add data agent how-to * Update data agent content * Reformat preview * Reformat preview * PM feedback * Update link text * Updates * Add preview screenshots * Update workload overview * Update TOC and links * Edit preview text * Update index card/workload text * Update index card * Add lightboxes * New index card * Fixes * Correct note formatting * Update tutorial screenshots 1 * Add lightboxes * Visual edits * Update tutorial screenshots 2 * Update how-to screenshots * Update tutorial, how-to * Fixes * Add known issue note * Update rules ss * Update sm support * Restore original relationship directions * Fixes * Fix typo in filtering by Store ID screenshot * Remove incomplete * Standardize workload description * Add graph prereq * Update rules * Remove rules * Remove warning * Update overview * Update workload name * Update IQ index * Update overviews * Shorten workload name * Add FAQ content * Update links * Edits * Imlement feedback * Update workload name * Fix build * Add intro * Update date * PoliCheck update, zone pivot fix --------- Co-authored-by: James Barnett <v-jabarnett@microsoft.com> Co-authored-by: Alma Jenks (BEYONDSOFT CONSULTING INC) <v-alje@microsoft.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: v-ccolin <72402153+v-ccolin@users.noreply.github.com> Co-authored-by: Stacy Chambers <102548089+Stacyrch140@users.noreply.github.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Anna Huff <v-annahuff@microsoft.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> * [Ignite 2025 ship room] Fabric Onelake #508397 (#11315) * Updating docs for ReadWrite permission * Incorporating review changes * Adding Snowflake database item docs * Updating for clarity * Updating publish date in metadata * Correcting indentation * Addressing feedback * Addressing feedback * Updating based on feedback * Update docs/onelake/snowflake/create-snowflake-database-item.md Co-authored-by: Kelly Gremban <kgremban@microsoft.com> * Update docs/onelake/snowflake/create-snowflake-database-item.md Co-authored-by: Kelly Gremban <kgremban@microsoft.com> * Update docs/onelake/snowflake/create-snowflake-database-item.md Co-authored-by: Kelly Gremban <kgremban@microsoft.com> * Update docs/onelake/snowflake/create-snowflake-database-item.md Co-authored-by: Kelly Gremban <kgremban@microsoft.com> * Addressing review feedback * Correcting screenshot names * Update docs/onelake/snowflake/create-snowflake-database-item.md --------- Co-authored-by: aamerril <aamerril@microsoft.com> Co-authored-by: Matthew Hicks <mahi@microsoft.com> Co-authored-by: Matthew Hicks <matt1883@users.noreply.github.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: v-alje <v-alje@microsoft.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> * [Ignite 2025 ship room] Cosmos DB in Microsoft Fabric (#11209) * Remove preview notes * Remove preview from article metadata * Remove preview from H1 header * Remove preview mentions from metadata descriptions * Remove mentions of preview from article text * Structure article for two sample data sets * Generate vector sample data sections * Add placeholders * Remove errant links * Strip `preview` from Azure Cosmos DB mirroring feature * Refactor FAQ content for Cosmos DB in Fabric Updated references to 'Microsoft Fabric' to 'Fabric' for consistency. Also removed tenant switch details and added question regarding item level permissions. * Clarify title in index-vector-data.md Removed Cosmos DB in Microsoft Fabric language as the terminology should be Cosmos DB in Fabric * Changed product naming in full-text-indexing.md Removed Cosmos DB in Microsoft Fabric language as the terminology should be Cosmos DB in Fabric * Changed product naming in hybrid-search.md Removed Cosmos DB in Microsoft Fabric language as the terminology should be Cosmos DB in Fabric * Update quickstart screenshots * Add next step link from Quickstart to tutorial * Fix link * update CMK articles. * fix acrolinx score * Merge branch 'main' of https://github.com/microsoftdocs/fabric-docs-pr into release-ignite-fabric-database-cosmos-db-dirty-pr * update limitations * quick fix * fix label on link * billing and usage update * updates add graphics * adding fabric specific limitations * update request units and autoscale docs * fix zone pivot groups * fix deep link to full-text doc * init commit on changes * remove UAMI limitation * fixes from editors * fix broken links * Update docs/database/cosmos-db/autoscale-throughput.md * Update quick start article for new data set and query * Update sample data structure and schema * Update lakehouse article to reflect new UI and new sample data * Revert "Update lakehouse article to reflect new UI and new sample data" This reverts commit 5027ba4613b6d7c1577de0f6ef60fdc98d46d8c5. * Update lakehouse article to reflect new UI and new sample data * Add advanced query scenario and update all screenshots * Chnage order of lakehouse and power bi docs * Remove countryOfOrigin col ref * update secure solution articles * fix pii * update indexing articles * Update security.md * Update PBI to be thorough for v2 connector * Make PBI Service the first tab * add notebook authentication * fixed spelling * update container configuration * Apply suggestions from code review * update ttl articles * update overview * Update docs/database/cosmos-db/overview.md * Update docs/database/cosmos-db/how-to-configure-container.md * add samples toc * update notebook auth pre-reqs * Remove tutorial for PBI Desktop * add udf article * test fix toc url to sample repo * fix the other TOC samples * update toc for integrate with fabric services * fix 1 on image paths * test 2 * Expand FAQ for more detailed support * Minor fixes * Remove CDB for NoSQL reference * fix links * fix more links * fix test functions link * Seperate PBI limitations to new article * Small fixes to mirroring docs and native regions * Fix links * Improve onelake query and add openjson * fix numbering * Initial Commit for how-to-us-spark-directly * update lightbox urls * update TOC * Improve Spark tutorial with better examples and updated sample data references * fix acrolinx * added link to full sample, update intro paragraph * fix numbering * small updates * small changes * small changes 2 * small changes 3 * small changes 4 * update dataset * update queries * update for clarity * update for acrolinx 1 * Apply suggestions from code review * add new notebook, rename spark notebook article * final tweaks on articles * fix issues * fix warning on zone pivots * fix correct include * change h2 header * fixes * fix title case in doc * update for grammar and clarity * update for Acrolinx * update for Acrolinx 2 * update query format * Update docs/database/cosmos-db/how-to-use-spark-notebooks.md * update query format 2 * Fix broken TOC link Fix href for Spark analytics with Power BI queries --------- Co-authored-by: Stacy Chambers <102548089+Stacyrch140@users.noreply.github.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: Alma Jenks (BEYONDSOFT CONSULTING INC) <v-alje@microsoft.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com> Co-authored-by: Jai Maldonado <jilene.mal@gmail.com> Co-authored-by: Carolyn McSharry <228958522+Carolyn135@users.noreply.github.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Mark Brown <mjbrown@microsoft.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> Co-authored-by: James Barnett <v-jabarnett@microsoft.com> Co-authored-by: Mark Brown <markjbrown@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: Gary Hope <30275697+GaryHopeMS@users.noreply.github.com> Co-authored-by: v-ccolin <72402153+v-ccolin@users.noreply.github.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> * [TEST] fabric-docs-pr Release ignite fabric sql database (#10879) * 20251020 AI functions what's new * 20251020 AI functions * 20251028 encryption Co-authored-by: Pieter Vanhove <pieter.vanhove@microsoft.com> * 20251028 fabric sql database audit * Fix typo in SQL access controls documentation Corrected typo in the description of Native SQL access controls. * 20251031 Fabric SQL Database Virtualization * acrolinx * 20251105 mssql-python GA Co-authored-by: David Levy <dlevy@microsoft.com> * 20251105 query editor improvements, features, screenshots Co-authored-by: yoleichen <166672872+yoleichen@users.noreply.github.com> * 20251110 limitations update for xevents * [SQL database] Copilot feature GA release * update date for Ignite * reviewer suggested edits --------- Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Alma Jenks (BEYONDSOFT CONSULTING INC) <v-alje@microsoft.com> Co-authored-by: Pieter Vanhove <pieter.vanhove@microsoft.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> Co-authored-by: Ross McAllister <10053959+rmca14@users.noreply.github.com> Co-authored-by: David Levy <dlevy@microsoft.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com> Co-authored-by: yoleichen <166672872+yoleichen@users.noreply.github.com> Co-authored-by: Mark Ghanayem <22989000+markingmyname@users.noreply.github.com> * [Ignite 2025 ship room] - Fabric Real-Time Intelligence - 499172 (#11218) * Added the new Data labels feature * Added the new Data labels feature * Added the new Data labels feature * Added the new Data labels feature * Added the new Data labels feature * updated image. * added support for Raster images (in PMTiles) and Cloud Optimized GeoTIFF (COG) files. * Added impaortant note regarding support for COG files. * RTI: DW eventhouse endpoint # Thank you for contributing to Microsoft Fabric documentation ## Fill out these items before submitting your pull request: If you are working internally at Microsoft: **Provide a link to an Azure DevOps Boards work item that tracks this feature/update.** > > **Who is your primary Skilling team contact?** \@mention them individually tag them and let them review the PR before signing off. > > ## For internal Microsoft contributors, check off these quality control items as you go - [ ] 1. **Check the Acrolinx report:** Make sure your Acrolinx Total score is **above 80 minimum** (higher is better) and with no spelling issues. Acrolinx ensures we are providing consistent terminology and using an appropriate voice and tone, and helps with localization. - [ ] 2. **Successful build with no warnings or suggestions**: Review the build status to make sure **all files are green** (Succeeded). - [ ] 3. **Preview the pages:**: Click each **Preview URL** link to view the rendered HTML pages on the review.learn.microsoft.com site to check the formatting and alignment of the page. Scan the page for overall formatting, and look at the parts you edited in detail. - [ ] 4. **Check the Table of Contents:** If you are adding a new markdown file, make sure it is linked from the table of contents. - [ ] 5. **#sign-off to request PR review and merge**: Once the pull request is finalized and ready to be merged, indicate so by typing `#sign-off` in a new comment in the Pull Request. If you need to cancel that sign-off, type `#hold-off` instead. *Signing off means the document can be published at any time.* Note, this is a formatting and standards review, not a technical review. ## Merge and publish - After you `#sign-off`, there is a separate PR Review team that will review the PR and describe any necessary feedback before merging. - The review team will use the comments section in the PR to provide feedback if changes are needed. Address any blocking issues and sign off again to request another review. - Once all feedback is resolved, you can `#sign-off` again. The PR Review team reviews and merges the pull request into the specified branch (usually the main branch or a release- branch). - From the main branch, the change is merged into the live branch several times a day to publish it to the public learn.microsoft.com site. * Operations agent clean 11-03 * Specified that PMTiles created from raster or vector tiles are used as tilesets in Fabric Maps and that PMTiles can be created using vector tiles. * Add HTTP connector source to an eventstream * Add HTTP connector source to an eventstream * Add HTTP connector source to an eventstream * Updated the screenshot that illustrates data labels identifying high-risk vegetation areas located along high-voltage transmission lines. * Removed unused image file * Blocking fixes + Will's final comments * Add Cribl connector to an eventstream * resolve comments * Add Cribl source * Add Cribl connector to an eventstream * Blocking fixes * Added example screenshot showing Cloud Optimized GeoTIFF (COG) overlaying the map. * Bringing back the latest TOC * new example screenshots demonstrating the new data label feature. * Update docs/real-time-intelligence/event-streams/add-source-http.md * added capacity events * acrolynx * Fixed blocking issues * Update explore-fabric-capacity-overview-events.md * Remove ms.custom field from documentation * Resolve comments * Resolve comments * Resolve comments * Update docs/real-time-intelligence/event-streams/add-source-cribl.md Co-authored-by: Xu JIANG <68268054+xujxu@users.noreply.github.com> * Update docs/real-time-intelligence/event-streams/add-source-cribl.md Co-authored-by: Xu JIANG <68268054+xujxu@users.noreply.github.com> * Fixed blocking issues * Updated doc * Operations Agent - Added a link to an internal doc * fixed link * broken link * broken link * link * formatting * formatting * Fabric Capacity Overview events in Eventstream * Acrolynx * fixed toc name --------- Co-authored-by: stevemunk <33468793+stevemunk@users.noreply.github.com> Co-authored-by: ktalmor <193799742+ktalmor@users.noreply.github.com> Co-authored-by: Hodayah Zargari <v-hzargari@microsoft.com> Co-authored-by: Wenyang Shi <v-wenyangshi@microsoft.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> Co-authored-by: v-alje <v-alje@microsoft.com> Co-authored-by: Wenyang Shi <wenyang1304@gmail.com> Co-authored-by: WenyangShi <145749580+WenyangShi@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com> Co-authored-by: George Guirguis <george.guirguis@microsoft.com> Co-authored-by: Carolyn McSharry <228958522+Carolyn135@users.noreply.github.com> Co-authored-by: Xu JIANG <68268054+xujxu@users.noreply.github.com> Co-authored-by: Saurabh Ruikar <sruikar@microsoft.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> * [Ignite 2025 ship room] Fabric data science (#11338) * ai search updates * typos * fixed acrolinx issues * acrolinx * clarity score * Apply suggestions from PR review * adding ignite content * adding DA ignite content * updating DA ignite content * updating ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * updating DA ignite content * Fix link to Azure AI Search quickstart Updated the link to the Azure AI Search quickstart for better accessibility. --------- Co-authored-by: midesa <46385371+midesa@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: v-alje <v-alje@microsoft.com> Co-authored-by: amhjf <61473760+amhjf@users.noreply.github.com> Co-authored-by: Stacy Chambers <102548089+Stacyrch140@users.noreply.github.com> --------- Co-authored-by: Bailey Anderson <baanders@microsoft.com> Co-authored-by: James Barnett <v-jabarnett@microsoft.com> Co-authored-by: Alma Jenks (BEYONDSOFT CONSULTING INC) <v-alje@microsoft.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: v-ccolin <72402153+v-ccolin@users.noreply.github.com> Co-authored-by: Stacy Chambers <102548089+Stacyrch140@users.noreply.github.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Anna Huff <v-annahuff@microsoft.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> Co-authored-by: Kelly Gremban <kgremban@microsoft.com> Co-authored-by: aamerril <aamerril@microsoft.com> Co-authored-by: Matthew Hicks <mahi@microsoft.com> Co-authored-by: Matthew Hicks <matt1883@users.noreply.github.com> Co-authored-by: Sidney Andrews <sidandrews@microsoft.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com> Co-authored-by: Jai Maldonado <jilene.mal@gmail.com> Co-authored-by: Carolyn McSharry <228958522+Carolyn135@users.noreply.github.com> Co-authored-by: Mark Brown <mjbrown@microsoft.com> Co-authored-by: Mark Brown <markjbrown@users.noreply.github.com> Co-authored-by: Gary Hope <30275697+GaryHopeMS@users.noreply.github.com> Co-authored-by: William Assaf MSFT <74387232+WilliamDAssafMSFT@users.noreply.github.com> Co-authored-by: Pieter Vanhove <pieter.vanhove@microsoft.com> Co-authored-by: Ross McAllister <10053959+rmca14@users.noreply.github.com> Co-authored-by: David Levy <dlevy@microsoft.com> Co-authored-by: yoleichen <166672872+yoleichen@users.noreply.github.com> Co-authored-by: Mark Ghanayem <22989000+markingmyname@users.noreply.github.com> Co-authored-by: Sreedhar Pelluru <6722422+spelluru@users.noreply.github.com> Co-authored-by: stevemunk <33468793+stevemunk@users.noreply.github.com> Co-authored-by: ktalmor <193799742+ktalmor@users.noreply.github.com> Co-authored-by: Hodayah Zargari <v-hzargari@microsoft.com> Co-authored-by: Wenyang Shi <v-wenyangshi@microsoft.com> Co-authored-by: Wenyang Shi <wenyang1304@gmail.com> Co-authored-by: WenyangShi <145749580+WenyangShi@users.noreply.github.com> Co-authored-by: George Guirguis <george.guirguis@microsoft.com> Co-authored-by: Xu JIANG <68268054+xujxu@users.noreply.github.com> Co-authored-by: Saurabh Ruikar <sruikar@microsoft.com> Co-authored-by: Sneha Gunda <sngun@microsoft.com> Co-authored-by: midesa <46385371+midesa@users.noreply.github.com> Co-authored-by: amhjf <61473760+amhjf@users.noreply.github.com> --------- Co-authored-by: Miguel Escobar <95775753+ptyx507x@users.noreply.github.com> Co-authored-by: Stacy Chambers <102548089+Stacyrch140@users.noreply.github.com> Co-authored-by: Alma Jenks (BEYONDSOFT CONSULTING INC) <v-alje@microsoft.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Linda Wang <jingwang@microsoft.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com> Co-authored-by: Matthew Hicks <mahi@microsoft.com> Co-authored-by: James Barnett <v-jabarnett@microsoft.com> Co-authored-by: Jill Grant <72043882+JillGrant615@users.noreply.github.com> Co-authored-by: Silvano Coriani <scoriani@microsoft.com> Co-authored-by: v-ccolin <72402153+v-ccolin@users.noreply.github.com> Co-authored-by: Diana Richards <v-dirichards@microsoft.com> Co-authored-by: Bailey Anderson <baanders@microsoft.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> Co-authored-by: Shilpa Sharma <28361011+v-shils@users.noreply.github.com> Co-authored-by: Anna Huff <v-annahuff@microsoft.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored…

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Merge pull request #6026 from SnehaGunda/IgniteHp Hub page updates

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Merge pull request #4258 from peter-myers/fabric-security-scenario ⚡ Microsoft Fabric end-to-end security scenario

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⚡ Microsoft Fabric end-to-end security scenario

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[Build 2024 ship room] Microsoft Fabric (#236941) (#4206) * Updates from SME + Add images * Fix image link typos * updates from bug bash * Updates from SME + Update/Add images * Add RTI image link * Update images * Update docs/real-time-intelligence/user-flow-1.md Corrected issue reported in Acrolinx Correctness * update * edit * add gif * Merge branch 'release-build-fabric' of https://github.com/MicrosoftDocs/fabric-docs-pr into event-house-updates * update event house * add links * Acrolinx * Update images * Conceptual image for RTH * resized image * Added process, analyze, and act * updated image and some text * formatting * Update image * one minor change * Known issues with discrete events * set build date and index update * set build date on updated or created files * fixed broken links * Create article on alerting from Real-Time Dashboards * Screenshots of alerts from real-time dashboards * Add real-time-dashboards article to index * Add real-time dashboard alerts to TOC * Add limitations for real-time dashboards * Update text * Update text * Fix problems detected by acrolinx * PR review fixes * Fixes * Final updates * Note formatting * Final updates - 2 * fixed broken link * This feature is in preview * Removed Alpine * Azure HDInsight activity * Acrolinx * Link fix * setting filter * lightbox * Fix * Fix * 20240508 initial * Spark Job Definition activity * Add to TOC * Add file * PR review fixes * Fix * Fix images * Fix blurry image * Fix image * PR review fixes * pause and resume data streams * pause and resume data streams * pause and resume data streams * Update image * light edits * fix errors * pause and resume data streams * kql image updates * minor * pause and resume data streams * pause and resume data streams * add pin to dashboard info and move tiles * Apply suggestions from code review * fix build errors * change image placement * fix numbered links * image * blocking changes fixed * add DA * event house * edits * Update image * image * additional image * changes * [BUILD] [MUST SQUASH] 20240415 time travel (#3838) * 20240508 time travel * alt text --------- Co-authored-by: Diana Richards <103777760+v-dirichards@users.noreply.github.com> * update toc * 20240509 copilot * 20240509 copilot * 20240509 copilot * 20240509 copilot * 20240509 copilot * 20240509 copilot * 20240509 update image * Fixed metadata title * Update TOC item + update image * new doc * modified * Multiple tables CDC is supported * Updated content for API for GraphQL * Update toc.yml to remove duplicate entry * Update screenshot to rename Apache Airflow projects to data workflow Update toc.yml to correct the spellings * Fixing warnings from previous commit * Clarified message for fan out queries * Fixing grammar * * Add Power BI refresh semantic model tutorial * Fix screenshots in databricks tutorial * Refactoring * Apply acrolinx suggestions * Add Power BI plugin file in tutorial * Update screenshot * Fix multiple H1 * Fix screenshot name * Add preview preview note * remove preview * native execution engine - public preview * missing divider * center tables values * typos * structure aligment * media for native * media for native with descriptions * acrolinx score * acrolinx score increase * fix spark conf * add link with all operators and functions * fix build errors * Update .openpublishing.redirection.real-time-intelligence.json * 20240512 1721 * update * add details * add details * fix files name * fix files name * Updating multi-ds query doc * Added Run DAG exp * More updates to multi-ds query page * 20240513 OPTION note * Updating screenshots * Fix Blocking issues * Updated screenshot * Fix Blocking issues * Fix Blocking issues * Native execution engine doc edits * Updated with recommendations from Docs team * Add Preview wording * further edits * Add SE triggers to TOC * Fix wording * Fix * Update docs/data-factory/toc.yml Fix Acrolynx typo. * Updated create ds support list * Create create-on-prem-shortcut.md * Create placeholder * Add data-gateway-dropdown.png * Delete docs/onelake/media/create-on-prem-shortcut/placeholder * Update create-s3-compatible-shortcut.md * Update onelake-shortcuts.md * Update toc.yml * Adjusting language for clarity * Updating link to doc in other repo * changed images size * add border * Made some changes as per comments * Updates to address feedback * Correcting link * Update docs/onelake/create-on-premises-shortcut.md Co-authored-by: Sneha Gunda <sngun@microsoft.com> * Update apache-spark-monitor-run-series.md * Updating image name * Updating Apache Spark term * Updating Apache Spark term * TOC update * Updating Apache Spark term * Added "Event streams - enhanced capabilities (preview)" in the RTI seciton * native shipped post build * Added Real-Time hub * Update whats-new.md --------- Co-authored-by: Shlomo Sagir <51323195+shsagir@users.noreply.github.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Yael Schuster-Davidi <yaschust@microsoft.com> Co-authored-by: Paula Miller <v-paulmi@microsoft.com> Co-authored-by: Diana Richards <103777760+v-dirichards@users.noreply.github.com> Co-authored-by: Sreedhar Pelluru <6722422+spelluru@users.noreply.github.com> Co-authored-by: James Barnett <v-jabarnett@microsoft.com> Co-authored-by: James Hutton <james.d.hutton@gmail.com> Co-authored-by: Stacyrch140 <102548089+Stacyrch140@users.noreply.github.com> Co-authored-by: Alma Jenks <v-alje@microsoft.com> Co-authored-by: Jon Burchel <jburchel@microsoft.com> Co-authored-by: Anna Huff <92125952+AnnaMHuff@users.noreply.github.com> Co-authored-by: WilliamDAssafMSFT <74387232+WilliamDAssafMSFT@users.noreply.github.com> Co-authored-by: Jeff Borsecnik <123032460+American-Dipper@users.noreply.github.com> Co-authored-by: Wenyang Shi <v-wenyangshi@microsoft.com> Co-authored-by: Meira Josephy <144697924+mjosephym@users.noreply.github.com> Co-authored-by: Colin Cooper <72402153+v-ccolin@users.noreply.github.com> Co-authored-by: Shilpa Sharma <v-shils@microsoft.com> Co-authored-by: lanjun <742496802@qq.com> Co-authored-by: Jill Grant <v-jillg@microsoft.com> Co-authored-by: Argenis Fernandez <3359367+argenisfernandez@users.noreply.github.com> Co-authored-by: Ambika Garg <v-ambikagarg@microsoft.com> Co-authored-by: Tracey Torble <56347952+ttorble@users.noreply.github.com> Co-authored-by: Estera Kot <eskot@microsoft.com> Co-authored-by: Paul Inbar <54644589+paulinbar@users.noreply.github.com> Co-authored-by: Yael Schuster-Davidi <62833511+YaelSchuster@users.noreply.github.com> Co-authored-by: pargina <v-pargina@microsoft.com> Co-authored-by: Dennis Rea <61802807+denrea@users.noreply.github.com> Co-authored-by: Ross McAllister <10053959+rmca14@users.noreply.github.com> Co-authored-by: Matthew Hicks <matt1883@users.noreply.github.com> Co-authored-by: Matthew Hicks <mahi@microsoft.com> Co-authored-by: Shannon Leavitt <47186198+ShannonLeavitt@users.noreply.github.com>

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Squash merging release branch into main (#1119) --------- Co-authored-by: Whitney Henderson <13474870+whhender@users.noreply.github.com> Co-authored-by: pargina <v-pargina@microsoft.com> Co-authored-by: prmerger-automator[bot] <40007230+prmerger-automator[bot]@users.noreply.github.com> Co-authored-by: Dennis Rea <v-denrea@microsoft.com> Co-authored-by: Paul Inbar <paul.inbar@microsoft.com> Co-authored-by: Stacyrch140 <102548089+Stacyrch140@users.noreply.github.com> Co-authored-by: Salil Kanade <68666863+salilkanade@users.noreply.github.com> Co-authored-by: Penny Zhou <83812325+PennyZhou-MSFT@users.noreply.github.com> Co-authored-by: James Barnett <v-jabarnett@microsoft.com> Co-authored-by: KesemSharabi <kesharab@microsoft.com> Co-authored-by: Tracey Torble <v-trtorb@microsoft.com> Co-authored-by: Mona Berdugo <82447518+mberdugo@users.noreply.github.com> Co-authored-by: Shlomo Sagir <51323195+shsagir@users.noreply.github.com> Co-authored-by: Chris Lound <chlound@microsoft.com> Co-authored-by: Mihir Wagle <90656439+mihirwagleMSFT@users.noreply.github.com> Co-authored-by: William Assaf MSFT <wiassaf@microsoft.com> Co-authored-by: Santhosh Kumar Ravindran <98344078+santhoshravindran7@users.noreply.github.com> Co-authored-by: Maggie Sparkman <12401230+maggiesMSFT@users.noreply.github.com> Co-authored-by: Jon Burchel <jburchel@microsoft.com> Co-authored-by: Shannon Leavitt <V-SHLEAV@microsoft.com> Co-authored-by: Courtney Wales <62625502+Court72@users.noreply.github.com> Co-authored-by: Shilpa Sharma <v-shils@microsoft.com> Co-authored-by: Doug Klopfenstein <dougklo@microsoft.com> Co-authored-by: Jeff Borsecnik <123032460+American-Dipper@users.noreply.github.com> Co-authored-by: Ross McAllister <10053959+rmca14@users.noreply.github.com> Co-authored-by: meenalsri <81656932+meenalsri@users.noreply.github.com> Co-authored-by: Jacinda Eng <jacindaeng@microsoft.com> Co-authored-by: Cory Fowler <441607+SyntaxC4@users.noreply.github.com>