├── .DS_Store ├── Demos and Tutorials ├── .DS_Store ├── Advanced Notebooks │ ├── .DS_Store │ ├── End to End Procedural Migration Pattern │ │ └── Procedural Migration Pattern with SCD2 Example.py │ ├── Graph Analytics Agents on DBSQL │ │ ├── Agent Development Workflow.py │ │ ├── Graph Data Generation Script.py │ │ └── Graph Search UC Functions.sql │ ├── Multi-plexing with Autoloader │ │ └── Option 1: Actually Multi-plexing tables on write │ │ │ ├── Child Job Template.py │ │ │ └── Controller Job.py │ ├── Parallel Custom Named File Exports │ │ ├── Parallel File Exports - Python Version.py │ │ └── Parallel File Exports.py │ ├── SCD Design Patterns │ │ └── Advanced CDC With SCD in Databricks.py │ ├── airflow_sql_files │ │ ├── 0_ddls.sql │ │ ├── 1_sensors_table_copy_into.sql │ │ ├── 2_sensors_table_merge.sql │ │ ├── 3_sensors_table_optimize.sql │ │ ├── 4_sensors_table_gold_aggregate.sql │ │ └── 5_clean_up_batch.sql │ └── dbt_on_databricks │ │ ├── .DS_Store │ │ ├── .gitignore │ │ ├── README.md │ │ ├── analyses │ │ └── .gitkeep │ │ ├── dbt_project.yml │ │ ├── macros │ │ ├── .gitkeep │ │ ├── create_bronze_sensors_identity_table.sql │ │ └── create_bronze_users_identity_table.sql │ │ ├── models │ │ ├── .DS_Store │ │ ├── example │ │ │ ├── gold_hourly_summary_stats_7_day_rolling.sql │ │ │ ├── gold_smoothed_sensors_3_day_rolling.sql │ │ │ ├── silver_sensors_scd_1.sql │ │ │ └── silver_users_scd_1.sql │ │ └── sources.yml │ │ ├── seeds │ │ └── .gitkeep │ │ ├── snapshots │ │ ├── .gitkeep │ │ ├── silver_sensors_scd_2.sql │ │ └── silver_users_scd_2.sql │ │ └── tests │ │ └── .gitkeep ├── L100-200 Tutorials │ ├── .DS_Store │ ├── End to End Data Modeling with Best Practices.sql │ ├── MAX_BY Function Example.sql │ ├── Orchestrating_SQL_Files_on_DBSQL │ │ ├── 1.Create_Tables.sql │ │ ├── 2.Load_Data.sql │ │ ├── 3.Query_Fact_Sales.sql │ │ └── 4.Create_Workflow_through_CLI.ipynb.py │ ├── Step 1 - SQL EDW Pipeline.sql │ ├── Step 10 - Lakehouse Federation.py │ ├── Step 11 - SQL Orchestration in Production.py │ ├── Step 12 - SCD2 - SQL EDW Pipeline.sql │ ├── Step 13 - Migrating Identity Columns.sql │ ├── Step 15 - Dynamic & Parameterized SQL with Variables.py │ ├── Step 16 - Using System Tables.py │ ├── Step 17 - Using Row and Column Masks.sql │ ├── Step 2 - Optimize your Delta Tables.py │ ├── Step 3 - DLT Version Simple SQL EDW Pipeline.sql │ ├── Step 4 - Create Gold Layer Analytics Tables.sql │ ├── Step 5 - Unified Batch and Streaming.py │ ├── Step 6 - Streaming Table Design Patterns.sql │ ├── Step 7 - COPY INTO Loading Patterns.py │ ├── Step 8 - Liquid Clustering Delta Tables.py │ ├── Step 9 - Using SQL Functions.py │ └── Uniform Tables - Creating and Managing Uniform - Iceberg Tables.sql └── L300-400 Tutorials │ ├── Orchestration Patterns │ ├── .gitignore │ ├── README.md │ ├── databricks.yml │ ├── fixtures │ │ └── .gitkeep │ ├── resources │ │ └── dbsql_patterns.yml │ └── src │ │ ├── .DS_Store │ │ ├── config │ │ └── task.json │ │ ├── config_driven_pattern_code │ │ ├── bronze_copy_into.sql │ │ ├── get_ingest_metadata.sql │ │ └── silver_merge_into.sql │ │ └── init │ │ ├── move_config_to_volume.ipynb │ │ └── tpch_historical_load.ipynb │ ├── SQL CDF ETL on DBSQL │ ├── BI View Layer.sql │ ├── Bronze to Silver.sql │ ├── DDL to Bronze.sql │ └── Silver to Gold Incremental Aggregates.sql │ └── Unity Catalog Lineage - System Tables Tutorial.dbc ├── Migration Helpers ├── .DS_Store └── 10-migrations │ ├── .DS_Store │ ├── 05-uc-upgrade │ ├── 00-Upgrade-database-to-UC.sql │ └── _resources │ │ ├── 00-setup.py │ │ ├── LICENSE.py │ │ ├── NOTICE.py │ │ └── README.py │ ├── 10-hms-uc-migration.py │ ├── README.md │ ├── Using DBSQL Serverless Client Example.py │ ├── Using DBSQL Serverless Transaction Manager Example.py │ ├── Using Delta Helpers Notebook Example.py │ ├── Using Delta Helpers UC for Temp Table Materialization.py │ ├── Using Delta Logger Example.py │ ├── Using Delta Logger.py │ ├── Using Delta Merge Helpers Example.py │ ├── Using Streaming Tables and MV Orchestrator.py │ ├── Using Transaction Manager Example.py │ └── helperfunctions │ ├── .DS_Store │ ├── __init__.py │ ├── build │ └── lib │ │ ├── datavalidator.py │ │ ├── dbsqlclient.py │ │ ├── dbsqltransactions.py │ │ ├── deltahelpers.py │ │ ├── deltalogger.py │ │ ├── deltaoptimizer.py │ │ ├── redshiftchecker.py │ │ ├── stmvorchestrator.py │ │ └── transactions.py │ ├── datavalidator.py │ ├── dbsqlclient.py │ ├── dbsqltransactions.py │ ├── delta_helpers_uc.py │ ├── deltahelpers.py │ ├── deltalogger.py │ ├── deltaoptimizer.py │ ├── dist │ └── helperfunctions-2.0.1-py3-none-any.whl │ ├── helperfunctions.egg-info │ ├── PKG-INFO │ ├── SOURCES.txt │ ├── dependency_links.txt │ ├── requires.txt │ └── top_level.txt │ ├── redshiftchecker.py │ ├── requirements.txt │ ├── setup.py │ ├── stmvorchestrator.py │ └── transactions.py ├── Observability Dashboards and DBA Resources ├── .DS_Store ├── Account Usage Dashboard │ ├── .DS_Store │ └── Account Usage Dashboard v2.lvdash.json ├── Manual Medata Profilers │ └── 40-observability │ │ ├── README.md │ │ ├── data-profiling │ │ ├── 01-create-data-profile.py │ │ ├── 02-create-data-profile-multi-schema.py │ │ └── 03-dbfs-profiler.py │ │ ├── dbsql-logging │ │ ├── 00-Config.py │ │ ├── 01-Functions.py │ │ ├── 02-Initialization.py │ │ ├── 03-APIs_to_Delta.py │ │ ├── 04-Metrics.sql │ │ ├── 05-Alert_Syntax.sql │ │ ├── 99-Maintenance.py │ │ └── README.md │ │ ├── dbsql-query-history-sync │ │ ├── README.md │ │ ├── __init__.py │ │ ├── dist │ │ │ ├── dbsql_query_history_sync-0.0.1-py3-none-any.whl │ │ │ └── dbsql_query_history_sync-0.0.1.tar.gz │ │ ├── examples │ │ │ ├── dbsql_query_sync_example.py │ │ │ └── standalone_dbsql_get_query_history_example.py │ │ ├── pyproject.toml │ │ └── src │ │ │ ├── __init__.py │ │ │ └── dbsql_query_history_sync │ │ │ ├── __init__.py │ │ │ ├── delta_sync.py │ │ │ └── queries_api.py │ │ └── stream-monitoring │ │ └── 01-stream-monitoring.py ├── Observability Lakeview Dashboard Templates │ ├── .DS_Store │ ├── DBSQL Warehouse Advisor With Data Model │ │ ├── .DS_Store │ │ ├── DBSQL Warehouse Advisor Data Model - Materialized View Version.sql │ │ ├── DBSQL Warehouse Advisor Data Model - Streaming Table Version.sql │ │ ├── DBSQL Warehouse Advisor Data Model - Table Version.sql │ │ ├── DBSQL Warehouse Advisor Observability Dashboard - v5.lvdash.json │ │ ├── DBSQL Warehouse Advisor Observability Dashboard - v6.lvdash.json │ │ └── README.md │ ├── Data Audit Access By Tag Advisor │ │ ├── .DS_Store │ │ ├── Table Access Advisor Dashboard.lvdash.json │ │ ├── Tags and Lineage Access Pattern Dashboard.lvdash.json │ │ └── uc_tags_model.sql │ ├── Entitlement Access Advisor │ │ ├── .DS_Store │ │ ├── Access History Advisor.lvdash.json │ │ ├── Audit Entitlements Management Script.py │ │ └── Entitlement Audit Advisor.lvdash.json │ ├── Old Prototypes │ │ ├── Audit Access Advisor.lvdash.json │ │ ├── Column lineage - access patterns.lvdash.json │ │ ├── DBSQL Warehouse Advisor Observability Dashboard.lvdash.json │ │ ├── DBT - DBSQL Warehouse Advisor Observability Dashboard.lvdash.json │ │ ├── Table lineage - access patterns.lvdash.json │ │ └── Tags and Lineage - access patterns.lvdash.json │ ├── Table Health Advisor │ │ ├── .DS_Store │ │ ├── Table Access Advisor Dashboard.lvdash.json │ │ ├── Table Health Advisor.lvdash.json │ │ └── Table Health Management Script.dbc │ └── Usage Advisor Dashboard.lvdash.json ├── Query Observability Dashboard on DBSQL.sql ├── Usage Trend Alerting.sql └── Warehouse SLA Monitor Framework │ ├── Step 1 - Set up a Query SLA Manager Policy and Poller.py │ ├── Step 2 - Create a Streaming Table Off the Alert Results.py │ ├── __init__.py │ └── query_sla_manager.py └── Performance Tuning and Evaluation └── 30-performance ├── .DS_Store ├── README.md ├── TPC-DS Runner ├── CONTRIBUTING.md ├── README.md ├── assets │ └── images │ │ ├── cluster.png │ │ ├── filters.png │ │ ├── main_notebook.png │ │ ├── run_all.png │ │ └── workflow.png ├── 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