azure-synapse-analytics

Azure Synapse Analytics Skill

This skill provides expert guidance for Azure Synapse Analytics. Covers troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. It combines local quick-reference content with remote documentation fetching capabilities.

How to Use This Skill

> IMPORTANT for Agent: Use the Category Index below to locate relevant sections. For categories with line ranges (e.g., L35-L120), use read_file with the specified lines. For categories with file links (e.g., [security.md](security.md)), use read_file on the linked reference file

> IMPORTANT for Agent: If metadata.generated_at is more than 3 months old, suggest the user pull the latest version from the repository. If mcp_microsoftdocs tools are not available, suggest the user install it: Installation Guide

This skill requires network access to fetch documentation content:

• Preferred: Use mcp_microsoftdocs:microsoft_docs_fetch with query string from=learn-agent-skill. Returns Markdown.
• Fallback: Use fetch_webpage with query string from=learn-agent-skill&accept=text/markdown. Returns Markdown.

Category Index

| Category | Lines | Description |

|----------|-------|-------------|

| Troubleshooting | L37-L66 | Diagnosing and fixing Synapse workspace, SQL pool, Spark, Studio, and Synapse Link errors, including connectivity, performance, workload classification, and known issues/workarounds. |

| Best Practices | L67-L128 | Best practices for Synapse performance, SQL/T-SQL patterns, Spark optimization, indexing/statistics, data loading, and migrating/modernizing from Netezza, Oracle, and Teradata. |

| Decision Making | L129-L150 | Guidance for choosing Synapse components, sizing and cost models, and planning/migrating data warehouses (Netezza, Oracle, Teradata, SQL DW) and Spark runtimes for optimal architectures. |

| Architecture & Design Patterns | L151-L170 | Architecture and design guidance for Synapse workspaces, SQL/serverless/Spark pools, data warehouse migrations, table/distribution/partition strategies, ELT/PolyBase loading, and workload management. |

| Limits & Quotas | L171-L183 | Spark runtime versions/support, SQL pool memory/concurrency limits, capacity quotas, and feature/limit details for Delta Lake, Synapse Link for Cosmos DB, and Synapse Link for SQL. |

| Security | L184-L244 | Securing Synapse workspaces end-to-end: auth and RBAC, network and private endpoints, firewall and data exfiltration, encryption/TDE, policies, managed identities, and secure data access/migration. |

| Configuration | L245-L291 | Configuring Synapse workspaces, Spark pools, libraries, monitoring/metrics, backups/restore, workload management, and integrations with Purview, Azure ML, and Azure Monitor. |

| Integrations & Coding Patterns | L292-L341 | Integrating Synapse with Spark, SQL, ML, storage, Cosmos DB, and external tools; patterns for data movement, querying files, logging/metrics, and managing compute via APIs and automation. |

| Deployment | L342-L349 | Guides for deploying Synapse workspaces and dedicated SQL pools with CI/CD and ARM templates, plus operational readiness checks and configuring SQL pool maintenance windows. |

Troubleshooting

| Topic | URL |

|-------|-----|

| Recover Synapse workspaces after Entra tenant move | https://learn.microsoft.com/en-us/azure/synapse-analytics/how-to-recover-workspace-after-tenant-move |

| Known issues and workarounds for Azure Synapse Analytics | https://learn.microsoft.com/en-us/azure/synapse-analytics/known-issues |

| Resolve compatibility issues between SQL Server apps and Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/partner/compatibility-issues |

| Diagnose and resolve Livy job errors in Synapse Spark | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-handle-livy-error |

| Debug Synapse Spark apps with extended history server | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-history-server |

| Troubleshoot Synapse Spark library installation failures | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-troubleshoot-library-errors |

| Monitor query activity and resource utilization in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-concept-resource-utilization-query-activity |

| Identify queries exceeding workload group timeouts | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-how-to-find-queries-running-beyond-wlm-elapsed-timeout |

| Monitor and adjust workload importance in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-how-to-manage-and-monitor-workload-importance |

| Monitor and troubleshoot Gen2 cache performance | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-how-to-monitor-cache |

| Troubleshoot misclassified workloads in Synapse SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-how-to-troubleshoot-missed-classification |

| Use DMVs to diagnose Synapse SQL workloads | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-manage-monitor |

| Troubleshoot common dedicated SQL pool issues | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-troubleshoot |

| Diagnose and fix Synapse SQL pool connectivity issues | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-troubleshoot-connectivity |

| Monitor workload groups and query activity in Synapse portal | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-workload-management-portal-monitor |

| Troubleshoot common serverless SQL pool issues | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/resources-self-help-sql-on-demand |

| Resolve limitations and known issues in Synapse Link for SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/synapse-link-for-sql-known-issues |

| Troubleshoot Synapse Link Entra user impersonation issues | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/troubleshoot/troubleshoot-sql-azure-active-directory |

| Troubleshoot Synapse Link for Azure SQL after database failover | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/troubleshoot/troubleshoot-sql-database-failover |

| Troubleshoot creation of Synapse Link for Azure SQL Database | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/troubleshoot/troubleshoot-sql-link-creation |

| Troubleshoot Synapse Link initial snapshot issues for SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/troubleshoot/troubleshoot-sql-snapshot-issues |

| Fix UTF-8 text reading issues in Synapse serverless SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/troubleshoot/reading-utf8-text |

| Troubleshoot Synapse Studio network connectivity issues | https://learn.microsoft.com/en-us/azure/synapse-analytics/troubleshoot/troubleshoot-synapse-studio |

| Fix connectivity issues between Synapse Studio and storage | https://learn.microsoft.com/en-us/azure/synapse-analytics/troubleshoot/troubleshoot-synapse-studio-and-storage-connectivity |

| Troubleshoot Synapse Studio connectivity using PowerShell | https://learn.microsoft.com/en-us/azure/synapse-analytics/troubleshoot/troubleshoot-synapse-studio-powershell |

| Resolve SDK-created Synapse workspaces failing to launch Studio | https://learn.microsoft.com/en-us/azure/synapse-analytics/troubleshoot/workspaces-created-by-sdk |

Best Practices

| Topic | URL |

|-------|-----|

| Configure Git source control for Synapse Studio | https://learn.microsoft.com/en-us/azure/synapse-analytics/cicd/source-control |

| Apply design and performance best practices for Netezza to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/netezza/1-design-performance-migration |

| Plan ETL and data load for Netezza to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/netezza/2-etl-load-migration-considerations |

| Implement visualization and reporting after Netezza to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/netezza/4-visualization-reporting |

| Minimize SQL compatibility issues in Netezza to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/netezza/5-minimize-sql-issues |

| Apply design and performance best practices for Oracle to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/oracle/1-design-performance-migration |

| Plan ETL and data load for Oracle to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/oracle/2-etl-load-migration-considerations |

| Implement visualization and reporting after Oracle to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/oracle/4-visualization-reporting |

| Minimize SQL compatibility issues in Oracle to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/oracle/5-minimize-sql-issues |

| Apply modern data warehouse best practices after Oracle migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/oracle/7-beyond-data-warehouse-migration |

| Apply design and performance best practices for Teradata to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/teradata/1-design-performance-migration |

| Plan ETL and data load for Teradata to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/teradata/2-etl-load-migration-considerations |

| Implement visualization and reporting after Teradata to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/teradata/4-visualization-reporting |

| Minimize SQL compatibility issues in Teradata to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/teradata/5-minimize-sql-issues |

| Use Apache Spark Advisor recommendations in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/monitoring/apache-spark-advisor |

| Optimize Azure Synapse Spark jobs for performance | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-performance |

| Use Hyperspace indexes to accelerate Synapse Spark | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-performance-hyperspace |

| Improve Delta MERGE performance with Low Shuffle Merge | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/low-shuffle-merge-for-apache-spark |

| Optimize Spark Delta Lake writes with Optimize Write | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/optimize-write-for-apache-spark |

| Analyze and prioritize dedicated SQL pool workloads | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/analyze-your-workload |

| Apply performance best practices for Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/cheat-sheet |

| Optimize Synapse materialized views for performance | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/performance-tuning-materialized-views |

| Optimize ordered clustered columnstore indexes in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/performance-tuning-ordered-cci |

| Optimize result set caching in dedicated SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/performance-tuning-result-set-caching |

| Optimize transaction performance in dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-develop-best-practices-transactions |

| Use dynamic SQL safely in dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-develop-dynamic-sql |

| Implement GROUP BY options in dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-develop-group-by-options |

| Instrument Synapse queries with T-SQL labels | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-develop-label |

| Implement T-SQL loops instead of cursors in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-develop-loops |

| Design and use stored procedures in dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-develop-stored-procedures |

| Implement transactions in Synapse SQL pool workloads | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-develop-transactions |

| Use user-defined schemas in dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-develop-user-defined-schemas |

| Assign T-SQL variables in dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-develop-variable-assignment |

| Optimize columnstore index memory and compression in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-memory-optimizations-for-columnstore-compression |

| Use primary, foreign, and unique keys in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-table-constraints |

| Choose optimal table data types in dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-tables-data-types |

| Implement IDENTITY surrogate keys in Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-tables-identity |

| Indexing strategies for Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-tables-index |

| Create and maintain statistics in Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-tables-statistics |

| Use temporary tables effectively in dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-tables-temporary |

| Apply performance best practices for Synapse dedicated SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/best-practices-dedicated-sql-pool |

| Implement performance and cost best practices for serverless SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/best-practices-serverless-sql-pool |

| Tune columnstore compression in dedicated SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/data-load-columnstore-compression |

| Optimize data loading into dedicated SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/data-loading-best-practices |

| Use dynamic SQL safely in Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-dynamic-sql |

| Apply GROUP BY options in Synapse SQL queries | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-group-by-options |

| Use query labels for monitoring in Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-label |

| Implement T-SQL loops and cursor alternatives in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-loops |

| Improve query performance with materialized views | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-materialized-view-performance-tuning |

| Develop stored procedures for Synapse SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-stored-procedures |

| Choose optimal table data types in Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-tables-data-types |

| Create and maintain statistics in Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-tables-statistics |

| Use temporary tables effectively in Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-tables-temporary |

| Optimize transactional code in Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-transaction-best-practices |

| Use transactions with Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-transactions |

| Design and use user-defined schemas in Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-user-defined-schemas |

| Assign and use T-SQL variables in Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-variable-assignment |

| Create and manage T-SQL views in Synapse SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-views |

Decision Making

| Topic | URL |

|-------|-----|

| Compare Synapse data integration with Azure Data Factory | https://learn.microsoft.com/en-us/azure/synapse-analytics/data-integration/concepts-data-factory-differences |

| Assess environment to choose Synapse technologies | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/implementation-success-assess-environment |

| Review Synapse project plan for implementation success | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/implementation-success-evaluate-project-plan |

| Plan and execute migration to Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/migrate-to-synapse-analytics-guide |

| Select tools for Netezza data warehouse migration to Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/netezza/6-microsoft-third-party-migration-tools |

| Select tools for Oracle data warehouse migration to Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/oracle/6-microsoft-third-party-migration-tools |

| Choose Microsoft and third-party tools for Teradata to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/teradata/6-microsoft-third-party-migration-tools |

| Plan and manage Azure Synapse Analytics costs | https://learn.microsoft.com/en-us/azure/synapse-analytics/plan-manage-costs |

| Plan Synapse Spark runtime lifecycle and support | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/runtime-for-apache-spark-lifecycle-and-supportability |

| Plan and execute migration of dedicated SQL pool to Gen2 | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/gen2-migration-schedule |

| Use Azure Advisor recommendations for Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-concept-recommendations |

| Plan and execute upgrade to latest SQL pool generation | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/upgrade-to-latest-generation |

| Choose appropriate DWUs for Synapse dedicated SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/what-is-a-data-warehouse-unit-dwu-cdwu |

| Manage serverless SQL pool cost by data processed | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/data-processed |

| Use Synapse Distribution Advisor for table design | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/distribution-advisor |

| Choose between legacy SQL DW and Synapse workspaces | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/overview-difference-between-formerly-sql-dw-workspace |

| Choose methods for historical query analysis in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/query-history-storage-analysis |

| Choose Synapse SQL resource consumption model | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/resource-consumption-models |

Architecture & Design Patterns

| Topic | URL |

|-------|-----|

| Evaluate Synapse data integration architecture design | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/implementation-success-evaluate-data-integration-design |

| Evaluate dedicated SQL pool data warehouse design | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/implementation-success-evaluate-dedicated-sql-pool-design |

| Evaluate serverless SQL pool architecture and design | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/implementation-success-evaluate-serverless-sql-pool-design |

| Evaluate Apache Spark pool design in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/implementation-success-evaluate-spark-pool-design |

| Evaluate Azure Synapse workspace architecture design | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/implementation-success-evaluate-workspace-design |

| Success by Design architecture guidance for Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/success-by-design-introduction |

| Design a modern Azure data warehouse after Netezza migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/netezza/7-beyond-data-warehouse-migration |

| Design a modern data warehouse after Teradata migration to Azure | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/teradata/7-beyond-data-warehouse-migration |

| Design ELT-based data loading patterns for Synapse dedicated SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/design-elt-data-loading |

| Design replicated tables in Synapse SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/design-guidance-for-replicated-tables |

| Design hash and round-robin distributed tables | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-tables-distribute |

| Partition tables in Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-tables-partition |

| Design workload management strategy in Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-workload-management |

| Use external tables with Synapse SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-tables-external-tables |

| Design tables for Synapse dedicated and serverless SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-tables-overview |

| Design PolyBase ELT loading strategy in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/load-data-overview |

Limits & Quotas

| Topic | URL |

|-------|-----|

| Understand Spark 3.4 runtime support and lifecycle | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-34-runtime |

| Review Spark 3.5 runtime components and support | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-35-runtime |

| Check supported Spark, Scala, Python versions in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-version-support |

| Understand memory and concurrency limits in Synapse SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/memory-concurrency-limits |

| Dedicated SQL pool FAQ with service limits | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-overview-faq |

| Dedicated SQL pool capacity limits and quotas | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-service-capacity-limits |

| Query Delta Lake v1 with Synapse serverless SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/query-delta-lake-format |

| Supported features and limitations of Synapse Link for Cosmos DB | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/concept-synapse-link-cosmos-db-support |

| Azure Synapse Link for SQL FAQs and limits | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/faq |

Security

| Topic | URL |

|-------|-----|

| Access firewall-protected Purview from Synapse securely | https://learn.microsoft.com/en-us/azure/synapse-analytics/catalog-and-governance/how-to-access-secured-purview-account |

| Secure Synapse linked services with managed VNet | https://learn.microsoft.com/en-us/azure/synapse-analytics/data-integration/linked-service |

| Design and implement access control in Azure Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/security-white-paper-access-control |

| Implement authentication options for Azure Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/security-white-paper-authentication |

| Configure data protection features in Azure Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/security-white-paper-data-protection |

| Configure network security for Azure Synapse workspaces | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/security-white-paper-network-security |

| Use threat detection and auditing in Azure Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/security-white-paper-threat-protection |

| Browse ADLS Gen2 with ACLs in Synapse securely | https://learn.microsoft.com/en-us/azure/synapse-analytics/how-to-access-container-with-access-control-lists |

| Configure secure prerequisites for Foundry Tools in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/machine-learning/tutorial-configure-cognitive-services-synapse |

| Configure security, access, and operations for Netezza to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/netezza/3-security-access-operations |

| Configure security, access, and operations for Oracle to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/oracle/3-security-access-operations |

| Configure security, access, and operations for Teradata to Synapse migration | https://learn.microsoft.com/en-us/azure/synapse-analytics/migration-guides/teradata/3-security-access-operations |

| Apply built-in Azure Policy definitions for Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/policy-reference |

| Apply Azure Policy compliance controls to Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/security-controls-policy |

| Connect Synapse workspace to secure storage accounts | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/connect-to-a-secure-storage-account |

| Manage connectivity settings for Synapse SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/connectivity-settings |

| Use Synapse gateway IP addresses for network rules | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/gateway-ip-addresses |

| Connect to Synapse Studio from restricted networks | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/how-to-connect-to-workspace-from-restricted-network |

| Connect to Synapse workspaces using private endpoints | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/how-to-connect-to-workspace-with-private-links |

| Create Synapse workspaces with data exfiltration protection | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/how-to-create-a-workspace-with-data-exfiltration-protection |

| Create managed private endpoints from Synapse workspaces | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/how-to-create-managed-private-endpoints |

| Grant workspace managed identity permissions in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/how-to-grant-workspace-managed-identity-permissions |

| Manage Synapse RBAC role assignments in Synapse Studio | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/how-to-manage-synapse-rbac-role-assignments |

| Review Synapse RBAC role assignments in Synapse Studio | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/how-to-review-synapse-rbac-role-assignments |

| Set up access control for Synapse workspaces | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/how-to-set-up-access-control |

| Secure Synapse Studio access with private link hubs | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/synapse-private-link-hubs |

| Understand access control mechanisms in Synapse workspaces | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/synapse-workspace-access-control-overview |

| Configure IP firewall rules for Synapse workspaces | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/synapse-workspace-ip-firewall |

| Configure Synapse managed private endpoints securely | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/synapse-workspace-managed-private-endpoints |

| Use managed virtual networks with Synapse workspaces | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/synapse-workspace-managed-vnet |

| Use Synapse RBAC to secure workspace resources | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/synapse-workspace-synapse-rbac |

| Reference for built-in Synapse RBAC roles and permissions | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/synapse-workspace-synapse-rbac-roles |

| Map Synapse and Azure roles to common workspace tasks | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/synapse-workspace-understand-what-role-you-need |

| Apply conditional access policies to Synapse workspaces | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/workspace-conditional-access |

| Enable data exfiltration protection in Synapse workspaces | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/workspace-data-exfiltration-protection |

| Configure encryption and key management for Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/security/workspaces-encryption |

| Secure Synapse Spark credentials with Linked Services | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-secure-credentials-with-tokenlibrary |

| Secure Synapse Spark log emission with certificate-based service principal | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/how-to-use-certificate-with-service-principalp-emit-log-event-hubs |

| Implement column-level security in Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/column-level-security |

| Deploy Synapse dedicated SQL pool with TDE using ARM template | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/quickstart-arm-template |

| Deploy Synapse dedicated SQL pool with TDE using Bicep | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/quickstart-bicep |

| Secure authentication options for Synapse COPY | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/quickstart-bulk-load-copy-tsql-examples |

| Configure single-region data residency for Synapse SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/single-region-residency |

| Configure authentication for Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-authentication |

| Configure Transparent Data Encryption in Synapse portal | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-encryption-tde |

| Manage Transparent Data Encryption in Synapse with T-SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-encryption-tde-tsql |

| Secure Azure Synapse dedicated SQL pool with roles and encryption | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-overview-manage-security |

| Configure Microsoft Entra authentication for Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/active-directory-authentication |

| Configure storage access control for serverless SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-storage-files-storage-access-control |

| Configure Entra MFA authentication for Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/mfa-authentication |

| Configure access control for shared databases in serverless SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/shared-databases-access-control |

| Configure SQL authentication options in Synapse Analytics | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/sql-authentication |

| Use managed identity to load external data securely | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/tutorial-external-tables-using-managed-identity |

| Use Entra ID passthrough for external tables | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/tutorial-load-data-using-entra-id |

| Secure Synapse Link for Azure SQL Database with network controls | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/connect-synapse-link-sql-database-vnet |

| Configure secure networking for Synapse Link SQL Server 2022 | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/connect-synapse-link-sql-server-2022-vnet |

| Use managed identities with Azure Synapse Analytics | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-service-identity |

Configuration

| Topic | URL |

|-------|-----|

| Connect Synapse workspace to Microsoft Purview | https://learn.microsoft.com/en-us/azure/synapse-analytics/catalog-and-governance/quickstart-connect-azure-purview |

| Design Synapse development, test, and production environments | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/implementation-success-evaluate-solution-development-environment-design |

| Configure and review monitoring for Azure Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/implementation-success-perform-monitoring-review |

| Link Synapse workspace to Azure Machine Learning | https://learn.microsoft.com/en-us/azure/synapse-analytics/machine-learning/quickstart-integrate-azure-machine-learning |

| Set up SynapseML environment for Foundry Tools | https://learn.microsoft.com/en-us/azure/synapse-analytics/machine-learning/setup-environment-cognitive-services |

| Reference monitoring metrics for Azure Synapse Analytics | https://learn.microsoft.com/en-us/azure/synapse-analytics/monitor-synapse-analytics-reference |

| Monitor Apache Spark applications in Synapse Studio | https://learn.microsoft.com/en-us/azure/synapse-analytics/monitoring/how-to-monitor-spark-applications |

| Runtime components for Synapse Spark 3.3 | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-33-runtime |

| Configure autoscale for Apache Spark pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-autoscale |

| Manage Apache Spark configuration in Synapse Studio | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-azure-create-spark-configuration |

| Manage Apache Spark libraries in Synapse pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-azure-portal-add-libraries |

| Create custom Conda channels in Synapse Spark | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-custom-conda-channel |

| Configure external Hive Metastore for Synapse Spark pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-external-metastore |

| Configure and use GPU-accelerated Spark pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-gpu-concept |

| Use Intelligent Cache for Synapse Spark performance | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-intelligent-cache-concept |

| Configure Spark pool libraries in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-manage-pool-packages |

| Use session-scoped libraries in Synapse notebooks | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-manage-session-packages |

| Manage workspace-level libraries for Synapse Spark | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-manage-workspace-packages |

| Configure Apache Spark pool sizes and behavior | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-pool-configurations |

| Configure Synapse Spark diagnostics to Log Analytics | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/data-collector-api-to-log-ingestion-api |

| Configure backup, restore points, and geo-backups for Synapse dedicated SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/backup-and-restore |

| Disable geo-backups for Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/disable-geo-backup |

| Configure monitoring for Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/monitor-sql-pool-synapse-analytics |

| Use resource classes for Synapse workload management | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/resource-classes-for-workload-management |

| Configure connection strings for Synapse SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-connection-strings |

| Configure workload importance in dedicated SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-how-to-configure-workload-importance |

| Convert resource classes to workload groups in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-how-to-convert-resource-classes-workload-groups |

| Configure and manage Synapse SQL pool compute | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-manage-compute-overview |

| Configure Azure Monitor for Synapse SQL workloads | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-monitor-workload-portal |

| Configure collation types for Synapse dedicated SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-reference-collation-types |

| Restore an existing Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-restore-active-paused-dw |

| Restore a deleted Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-restore-deleted-dw |

| Restore Synapse SQL pool from a deleted server | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-restore-from-deleted-server |

| Geo-restore a Synapse dedicated SQL pool from backup | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-restore-from-geo-backup |

| Create and manage user-defined restore points in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-restore-points |

| Configure workload classification in Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-workload-classification |

| Set workload importance for Synapse SQL queries | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-workload-importance |

| Configure workload isolation with workload groups in Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-workload-isolation |

| Enable Synapse workspace features on existing SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/workspace-connected-create |

| Configure connection strings for Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/connection-strings |

| Create and use views in serverless SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/create-use-views |

| Configure collation types in Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/reference-collation-types |

| Monitor Synapse Link for Azure SQL Database with Studio and Azure Monitor | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/how-to-monitor-synapse-link-sql-database |

Integrations & Coding Patterns

| Topic | URL |

|-------|-----|

| Access Synapse ADLS Gen2 data from Azure Machine Learning | https://learn.microsoft.com/en-us/azure/synapse-analytics/machine-learning/access-data-from-aml |

| Score ML models with PREDICT in Synapse Spark | https://learn.microsoft.com/en-us/azure/synapse-analytics/machine-learning/tutorial-score-model-predict-spark-pool |

| Use Delta Lake tables with Synapse Spark | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-delta-lake-overview |

| Manage Synapse Spark packages via PowerShell and REST | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/apache-spark-manage-packages-outside-ui |

| Emit Synapse Spark logs and metrics to Event Hubs | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/azure-synapse-diagnostic-emitters-azure-eventhub |

| Emit Synapse Spark logs and metrics to Azure Storage | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/azure-synapse-diagnostic-emitters-azure-storage |

| Collect Synapse Spark metrics via Prometheus APIs | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/connect-monitor-azure-synapse-spark-application-level-metrics |

| Use Spark CDM connector to read/write Common Data Model | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/data-sources/apache-spark-cdm-connector |

| Use Kusto connector with Synapse serverless Spark | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/data-sources/apache-spark-kusto-connector |

| Use Synapse Spark connector for SQL databases | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/data-sources/apache-spark-sql-connector |

| Configure Synapse Spark logging with certificate-based auth | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/how-to-use-certificate-with-service-principal-for-log-storage |

| Develop and submit Spark apps from IntelliJ to Synapse | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/intellij-tool-synapse |

| Use MSSparkUtils utilities in Synapse Spark notebooks | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/microsoft-spark-utilities |

| Mount external storage using Synapse Spark file APIs | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/synapse-file-mount-api |

| Move data between Synapse Spark and Dedicated SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/synapse-spark-sql-pool-import-export |

| Monitor Synapse Spark metrics with Prometheus and Grafana | https://learn.microsoft.com/en-us/azure/synapse-analytics/spark/use-prometheus-grafana-to-monitor-apache-spark-application-level-metrics |

| Manage Azure Synapse DNS aliases with PowerShell and CLI | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/dns-alias-powershell-create |

| Set up Fivetran with Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/fivetran-quickstart |

| Use Azure Functions to manage Synapse SQL pool compute | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/manage-compute-with-azure-functions |

| Bulk load data with Synapse COPY T-SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/quickstart-bulk-load-copy-tsql |

| Create tables with CTAS in Synapse dedicated SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-develop-ctas |

| Integrate Synapse data with Azure Machine Learning designer | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-get-started-analyze-with-azure-machine-learning |

| Integrate Azure Stream Analytics with Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-integrate-azure-stream-analytics |

| Control Synapse SQL pool compute via REST APIs | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-manage-compute-rest-api |

| Score ML models in Synapse with T-SQL PREDICT | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-predict |

| Manage Synapse dedicated SQL pools with PowerShell and REST | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-reference-powershell-cmdlets |

| Integrate Synapse dedicated SQL pool with Azure Repos | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-source-control-integration |

| Store serverless SQL query results to storage | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/create-external-table-as-select |

| Query Azure Storage files with OPENROWSET | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-openrowset |

| Query Azure Storage files with serverless SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-storage-files-overview |

| Query Spark tables via serverless SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-storage-files-spark-tables |

| Use CETAS to create external tables in Synapse SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/develop-tables-cetas |

| Connect to Azure Synapse SQL using sqlcmd | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/get-started-connect-sqlcmd |

| Connect Azure Synapse SQL from Visual Studio with SSDT | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/get-started-visual-studio |

| Query Cosmos DB analytical store using Synapse serverless SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/query-cosmos-db-analytical-store |

| Query Azure storage with serverless SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/query-data-storage |

| Query folders and multiple files in serverless SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/query-folders-multiple-csv-files |

| Query JSON files using serverless SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/query-json-files |

| Query Parquet files using serverless SQL pool | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/query-parquet-files |

| Query nested Parquet types with serverless SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/query-parquet-nested-types |

| Query single CSV files with serverless SQL | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/query-single-csv-file |

| Use file metadata in serverless SQL queries | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql/query-specific-files |

| Connect Azure SQL Database to Synapse via Synapse Link | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/connect-synapse-link-sql-database |

| Copy Synapse Link Cosmos DB data to Dedicated SQL via Spark | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/how-to-copy-to-sql-pool |

| Query Cosmos DB via Synapse Spark 2 analytical store | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/how-to-query-analytical-store-spark |

| Query Cosmos DB via Synapse Spark 3 analytical store | https://learn.microsoft.com/en-us/azure/synapse-analytics/synapse-link/how-to-query-analytical-store-spark-3 |

Deployment

| Topic | URL |

|-------|-----|

| Implement CI/CD for Azure Synapse workspaces | https://learn.microsoft.com/en-us/azure/synapse-analytics/cicd/continuous-integration-delivery |

| Perform operational readiness review for Synapse deployment | https://learn.microsoft.com/en-us/azure/synapse-analytics/guidance/implementation-success-perform-operational-readiness-review |

| Deploy Synapse workspaces using ARM templates | https://learn.microsoft.com/en-us/azure/synapse-analytics/quickstart-deployment-template-workspaces |

| Plan and configure Synapse SQL pool maintenance windows | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/maintenance-scheduling |

| Set up CI/CD for Synapse dedicated SQL pools | https://learn.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-continuous-integration-and-deployment |