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Hidden Magic Commands in Databricks Notebooks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/e43cce2e-6b34-4731-b3b5-a17a1b62f842/Notebook+Magic+Commands+8.png Blogs - Hidden Magic Commands in Databricks Notebooks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b83a1c08-22cd-4f22-8ffe-8e72e86f5461/Notebook+Magic+Commands+9.png Blogs - Hidden Magic Commands in Databricks Notebooks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/bf706900-7eb6-4845-81c4-990d52c676d9/Notebook+Magic+Commands+10.png Blogs - Hidden Magic Commands in Databricks Notebooks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/c18d399e-6fce-48e5-8b36-fdefc12ad5c6/Notebook+Magic+Commands+11.png Blogs - Hidden Magic Commands in Databricks Notebooks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/005ee630-fa3b-420b-8b5b-0da139508943/Notebook+Magic+Commands+12.png Blogs - Hidden Magic Commands in Databricks Notebooks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/2a9f4bd2-524d-47a2-8511-2e63f1779ad0/Notebook+Magic+Commands+13.png Blogs - Hidden Magic Commands in Databricks Notebooks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/6b2e78f9-05ec-4113-85f8-996fd0715a07/Notebook+Magic+Commands+14.png Blogs - Hidden Magic Commands in Databricks Notebooks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/eb4b3d9d-a99a-4fa4-96cb-8c8eadea392d/Notebook+Magic+Commands+15.png Blogs - Hidden Magic Commands in Databricks Notebooks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/7d5ea11f-da62-4cfb-abab-8f9aaa76e4f1/Notebook+Magic+Commands+16.png Blogs - Hidden Magic Commands in Databricks Notebooks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/8c881c1b-8287-4330-8056-c57edf9b778d/Notebook+Magic+Commands+17.png Blogs - Hidden Magic Commands in Databricks Notebooks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/lakeflow-jobs-default-databricks-orchestrator monthly 0.5 2025-12-29 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/9bcddae1-bdb6-4f4b-93e5-0e6e812632ce/LakeFlow+Jobs+1.png Blogs - 5 Reasons You Should Be Using LakeFlow Jobs as Your Default Orchestrator - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/34f47f54-589e-446f-b602-92ea46cff2bd/LakeFlow+Jobs+5.png Blogs - 5 Reasons You Should Be Using LakeFlow Jobs as Your Default Orchestrator - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/f282cf2b-5626-463c-910c-cfbfd6ffd60f/LakeFlow+Jobs+4.png Blogs - 5 Reasons You Should Be Using LakeFlow Jobs as Your Default Orchestrator - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/4e6b9a4e-bfe5-4aa7-aeb3-b4e68242ee86/LakeFlow+Jobs+6.png Blogs - 5 Reasons You Should Be Using LakeFlow Jobs as Your Default Orchestrator - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/a6953ca8-d669-4ab5-b77f-848117007f02/LakeFlow+Jobs+3.png Blogs - 5 Reasons You Should Be Using LakeFlow Jobs as Your Default Orchestrator - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/c7d607c0-d2c3-495c-801c-f194e1e02855/LakeFlow+Jobs+2.png Blogs - 5 Reasons You Should Be Using LakeFlow Jobs as Your Default Orchestrator - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/databricks-excel-import-sharepoint-integration monthly 0.5 2025-12-22 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/4a0c5df6-c874-4212-9ce7-9336402c353a/Excel+never+dies+1.png Blogs - Excel never dies (and neither does SharePoint) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/9488665a-97a3-4c05-a3ef-6f2d4da400de/Excel+never+dies+2.png Blogs - Excel never dies (and neither does SharePoint) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/5e1a42a2-b523-465c-9ca1-d7eb3abe7c9c/Excel+never+dies+3.png Blogs - Excel never dies (and neither does SharePoint) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/ffe13906-06cc-4cba-aece-91ac147464a2/Excel+never+dies+4.png Blogs - Excel never dies (and neither does SharePoint) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/34f8c23c-d86d-4401-afd0-743b97a5008f/Excel+never+dies+5.png Blogs - Excel never dies (and neither does SharePoint) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b5a0f9ca-3b71-4ecc-a760-62be24c6e032/Excel+never+dies+6.png Blogs - Excel never dies (and neither does SharePoint) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b71a9a31-8efb-469e-bbb3-56449a4d3677/Excel+never+dies+7.png Blogs - Excel never dies (and neither does SharePoint) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/fda723f9-1cc6-4b2c-8833-02e9b7133fa1/Excel+never+dies+8.png Blogs - Excel never dies (and neither does SharePoint) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/a682fa9e-9c34-4786-b71b-d9ea04a01109/Excel+never+dies+9.png Blogs - Excel never dies (and neither does SharePoint) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/how-to-backfill-databricks-jobs monthly 0.5 2025-12-18 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/86745ea5-d59b-42de-964b-c6dc6698b887/Databricks+Workflow+Backfill.png Blogs - Databricks Workflow Backfill - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/e95b4c6b-6e50-4030-b3db-9b0f9067ff1c/Databricks+Workflow+Backfill+1.png Blogs - Databricks Workflow Backfill - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/9f594601-dc0e-4fbc-b3c5-6d9c51f866ee/Databricks+Workflow+Backfill+2.png Blogs - Databricks Workflow Backfill - Step 1. Navigate to your job and click the arrow next to "Run now." https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/81d80df4-d027-422d-9fb1-24c88d418eaa/Databricks+Workflow+Backfill+3.png Blogs - Databricks Workflow Backfill - Step 2. Select the start and end times. You can choose not only the date but also the timestamp, as you can use parameters beyond just the date. In the typical use case of using a date parameter, you can ignore the timestamp. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/4dfef9f6-8018-40e2-8732-24d99ff720d5/Databricks+Workflow+Backfill+4.png Blogs - Databricks Workflow Backfill - Step 3. Create an interval within that timestamp range. The classic interval is one day, which means it will run at midnight every day. For hourly intervals, it will run at the top of every hour. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/31281d8a-9a4e-45ec-9509-bdd1f9fba2ff/Databricks+Workflow+Backfill+5.png Blogs - Databricks Workflow Backfill - Step 4. Pass the interval to your job. The timestamp can be automatically converted to the desired format. The most common format is backfill.iso_date . You may also have separate parameters for year, month, and day, in which case you would pass backfill.year , backfill.month , and backfill.day accordingly. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/62cb0b69-7265-4531-b0ab-242abc69293b/Databricks+Workflow+Backfill+6.png Blogs - Databricks Workflow Backfill - Step 5. Click "Run." You'll receive a notification that the backfilling jobs were created. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/5223ea0c-0865-41dc-bf40-e13b32fb0298/Databricks+Workflow+Backfill+7.png Blogs - Databricks Workflow Backfill - Step 6. Monitor progress as all dates are processed one by one. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/00c2f59b-747a-4b7e-9055-df16eac81225/Databricks+Workflow+Backfill+8.png Blogs - Databricks Workflow Backfill - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/8407c7b9-a99b-4849-990e-4bdac38d7830/Databricks+Workflow+Backfill+9.png Blogs - Databricks Workflow Backfill - Make it stand out Currently, you can process up to 100 intervals at once. For daily intervals, this is typically sufficient; however, for smaller intervals, such as hours, it may be insufficient. This limit should (hopefully) be increased in the near future. https://www.sunnydata.ai/blog/snowflake-and-databricks-how-to-balance-compute monthly 0.5 2025-12-15 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/1c9ca982-9c97-41ae-8441-ae42e1a05325/Snowflake+vs+Databricks+Compute+Costs+2.png Blogs - Snowflake and Databricks: How to balance compute - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/4c162b9f-c34b-480c-85bc-3af961b28141/Snowflake+vs+Databricks+Compute+Costs+1.png Blogs - Snowflake and Databricks: How to balance compute - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/a787e80c-2b90-4d75-907b-7871a66c3ff3/Snowflake+vs+Databricks+Compute+Costs+3.png Blogs - Snowflake and Databricks: How to balance compute - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/28dabbf9-028d-42ef-aaa2-3a8eb03073e1/Snowflake+vs+Databricks+Compute+Costs+4.png Blogs - Snowflake and Databricks: How to balance compute - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/lakebase-hybrid-database-databricks monthly 0.5 2025-12-10 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b3aa5771-e5d6-412d-95f9-011c943ecb6e/image.png Blogs - Lakebase: The best of both worlds - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/23463609-2e74-4e92-8501-fb218d6acab5/Lakebase+Blog+3.png Blogs - Lakebase: The best of both worlds - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/31afae2d-4b13-4a22-af26-790b1c2b5f9b/Query+Your+Lakehouse+11.png Blogs - Lakebase: The best of both worlds - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/01d86686-6dd8-47a4-994f-5bdca29317bc/Lakebase+Blog+6.png Blogs - Lakebase: The best of both worlds - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/998e3c68-91b7-4ca4-af6e-16a9b02deb01/Lakebase+Blog+2.png Blogs - Lakebase: The best of both worlds - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b86a73be-0f55-4f35-927e-5461c9bdcd9b/Lakebase+Blog+7.png Blogs - Lakebase: The best of both worlds - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/blog/databricks-resource-references-guide monthly 0.5 2025-12-04 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/df7242fd-8003-4908-9bbc-1c956c8efc61/DABs_+Referencing+Your+Resources+1.png Blogs - DABs: Referencing Your Resources - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/d3585fc4-87cc-4514-96d6-5402451e91c2/Group+525.png Blogs - DABs: Referencing Your Resources - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/databricks-cli-version-management-best-practices monthly 0.5 2025-12-01 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/37349af6-59d6-40f3-9639-f60ecb1fcb2a/Databricks+CLI+Versions+1.png Blogs - Managing Databricks CLI Versions in Your DAB Projects - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/e7496b12-edb9-4ce1-a7fd-4316527cc61d/image+%282%29.png Blogs - Managing Databricks CLI Versions in Your DAB Projects - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/3290205f-93f8-45b7-b948-4a5d64ca1a8d/image+%281%29.png Blogs - Managing Databricks CLI Versions in Your DAB Projects - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/cd852359-9b1c-4124-b761-e076df8224c8/Databricks+CLI+Versions+2.png Blogs - Managing Databricks CLI Versions in Your DAB Projects - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/connect-chatgpt-to-databricks-sql-warehouse-mcp monthly 0.5 2025-11-06 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/9f0f464a-7848-420e-96b4-d08a3bf68df1/Databricks+Webinar+Banner.png Blogs - Connecting ChatGPT to Your Databricks SQL Warehouse - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/e85af806-9b15-4ff6-a28d-78c49b2cb15c/Connecting+Databricks+to+ChatGPT+1.png Blogs - Connecting ChatGPT to Your Databricks SQL Warehouse - 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Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/178072c6-0bf3-41ab-a60b-6182bd49f74e/Group+322.png Blogs - Data Intelligence for All: 9 Ways Databricks Just Redefined the Future of Data - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b7accf21-494a-4555-a5eb-80f7c4631cb0/image3.png Blogs - Data Intelligence for All: 9 Ways Databricks Just Redefined the Future of Data - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/23828884-c229-4f6b-a6d0-0a023825abad/Group+322.png Blogs - Data Intelligence for All: 9 Ways Databricks Just Redefined the Future of Data - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/260c6e2e-20b6-4902-b771-82129aed309a/image10.png Blogs - Data Intelligence for All: 9 Ways Databricks Just Redefined the Future of Data - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/0c62c81d-4807-4a28-b2c1-6d4db44c7e4b/Group+322.png Blogs - Data Intelligence for All: 9 Ways Databricks Just Redefined the Future of Data - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/5057e51d-8b61-45e1-bb05-9acdba7d64a3/Group+322.png Blogs - Data Intelligence for All: 9 Ways Databricks Just Redefined the Future of Data - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/a247aabb-0662-4ca4-a3ab-86932d3a9a01/image4.png Blogs - Data Intelligence for All: 9 Ways Databricks Just Redefined the Future of Data - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/databricks-metrics-views-sql-analytics-guide monthly 0.5 2025-08-05 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/6e81b73f-fa87-48fc-a0a1-cb9d5480ce3d/Metrics+Blog+1.png Blogs - End The Data Engineering Nightmare with Metrics. - Make it stand out SQL Query Simplification - Traditional vs Databricks Metrics Views Approach. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/a5a4c70e-8a5d-48c7-bdee-d04f76688dc8/Metrics+Blog+3.png Blogs - End The Data Engineering Nightmare with Metrics. - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/e30aab8d-85aa-4c76-bc17-2e87103eb958/Metrics+Blog+2.png Blogs - End The Data Engineering Nightmare with Metrics. - Make it stand out Databricks Unity Catalog Metrics View - Transaction Analytics Dashboard https://www.sunnydata.ai/blog/azure-key-vault-unity-catalog-service-credentials monthly 0.5 2025-08-05 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/7be444ff-b0cd-4970-bb90-bdddb9b0a2b2/UC+Blog+1.png Blogs - Unity Catalog to Azure Key Vault: No more dbutils.secrets() - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/303f7b65-1db9-47fd-b160-110b4e82acce/UC+Blog+2.png Blogs - Unity Catalog to Azure Key Vault: No more dbutils.secrets() - Make it stand out Step 1: Create a new Access Connector for Azure Databricks in the Azure portal and copy the Resource ID for later use https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/d20bd949-69eb-4ad8-a087-b2887ba1e05e/UC+Blog+3.png Blogs - Unity Catalog to Azure Key Vault: No more dbutils.secrets() - Make it stand out Step 2: Grant the 'Key Vault Secrets User' role to your Access Connector in Azure Key Vault's IAM settings https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/db59e6cd-5710-44ae-840e-7800f799f0ee/UC+Blog+4.png Blogs - Unity Catalog to Azure Key Vault: No more dbutils.secrets() - Make it stand out Step 3: Create Unity Catalog Service Credentials using the Access Connector Resource ID and configure user permissions https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/36b76195-8cd4-49bf-b051-14f8705cfc65/UC+Blog+5.png Blogs - Unity Catalog to Azure Key Vault: No more dbutils.secrets() - Make it stand out Step 4: Install the azure-keyvault-secrets library in your Databricks serverless environment dependencies https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/dbbe4ce1-139c-4a93-8dfa-8754f1a2d060/UC+Blog+6.png Blogs - Unity Catalog to Azure Key Vault: No more dbutils.secrets() - Make it stand out Step 5: Successfully retrieve secrets from Azure Key Vault using Unity Catalog Service Credentials - note how the secret value is automatically redacted in the output https://www.sunnydata.ai/blog/oracle-to-databricks-migration-guide monthly 0.5 2025-07-09 https://www.sunnydata.ai/blog/fivetran-databricks-partnership-elt-integration-benefits monthly 0.5 2025-06-05 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/945ff214-fa77-41db-9dae-01fe7fcaef2d/image2.png Blogs - Stop ELT Headaches: Why We Partner with Fivetran + Databricks - Make it stand out Source: Fivetran https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/acc6fdec-02d3-4884-99d0-932463067784/image3.png Blogs - Stop ELT Headaches: Why We Partner with Fivetran + Databricks - Make it stand out Source: Fivetran https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/9a1a9026-bdb7-4385-bffe-68256889ea1e/image1.png Blogs - Stop ELT Headaches: Why We Partner with Fivetran + Databricks - Make it stand out Source: Fivetran https://www.sunnydata.ai/blog/optimize-bi-stack-databricks-integration-traditional-bi-tools monthly 0.5 2025-05-13 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/130f0dd1-1a6f-4178-8786-841e91006330/AI+Blog+1.png Blogs - Bridge the Gap in Your Data Stack: Leverage Databricks BI/AI to Enhance Traditional BI - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/41539371-9b92-4adb-b1c3-5976157f0cf9/image3.png Blogs - Bridge the Gap in Your Data Stack: Leverage Databricks BI/AI to Enhance Traditional BI - Make it stand out Source: Medium - Author: Databricks SQL SME https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/fd5739df-66aa-4aac-b3db-f1a3f67b9acb/image1.png Blogs - Bridge the Gap in Your Data Stack: Leverage Databricks BI/AI to Enhance Traditional BI - Make it stand out Source: Databricks https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/aca43b63-a23e-4c00-b655-413ae8d95712/image2.png Blogs - Bridge the Gap in Your Data Stack: Leverage Databricks BI/AI to Enhance Traditional BI - Make it stand out Source: Microsoft https://www.sunnydata.ai/blog/migrating-postgresql-to-databricks-lakehouse-guide monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/a8e82bce-9438-42d9-9109-9f254f4ceb14/PostgreSQL+Migration.jpg Blogs - PostgreSQL to Databricks Migration: A Simpler Path to the Lakehouse - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/4c7d7362-8d12-4819-8e92-84b69ac8fd25/PostgreSQL+Migration+1.png Blogs - 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PostgreSQL to Databricks Migration: A Simpler Path to the Lakehouse https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/8620d280-5fc3-4d75-9f08-cfe4b1a5428d/PostgreSQL+Migration+4.png Blogs - PostgreSQL to Databricks Migration: A Simpler Path to the Lakehouse https://www.sunnydata.ai/blog/data-fragmentation-stalling-innovation-databricks-solution monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/92278497-61f8-485b-8460-9a39e3501a11/image1.png Blogs - The Chaos of Data: How Fragmentation is Stalling Innovation - Make it stand out Source: Databricks https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/106c33fa-0095-48bf-89a9-af668be0656d/image7.png Blogs - The Chaos of Data: How Fragmentation is Stalling Innovation - Make it stand out Source: Cedcoss https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/d2bde9bf-4e41-4547-9684-0895a3a8dad0/image9.png Blogs - The Chaos of Data: How Fragmentation is Stalling Innovation - 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The Chaos of Data: How Fragmentation is Stalling Innovation - Make it stand out Source: Databricks https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/066035c9-dd44-46ba-992d-245d5fec9229/image6.png Blogs - The Chaos of Data: How Fragmentation is Stalling Innovation - Make it stand out Source: Databricks https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/055b0f5f-a5ba-46b8-822b-a31bf20e101d/image8.png Blogs - The Chaos of Data: How Fragmentation is Stalling Innovation - Make it stand out Source: Databricks https://www.sunnydata.ai/blog/databricks-genie-our-experience-lessons-learned monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/1e177ac5-b734-4127-b81b-7f6ccddbb3a6/intro-genie-web1-1.gif Blogs - Databricks Genie: Our Experience with & Lessons Learned - Make it stand out Source: Databricks https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b67dd373-c671-45bb-a51d-fb8d5a0a4975/self-serve-insights-with-governance-diagram-v2+1.png Blogs - 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Make it stand out Source: Databricks https://www.sunnydata.ai/blog/migrating-ibm-db2-datastage-to-databricks-guide monthly 0.5 2025-04-23 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/416bc2b4-9563-48b1-9118-ccebfc350da6/IBM+to+DB+1.png Blogs - Moving from IBM DB2 & DataStage to Databricks (Pt. 1) - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/94023f90-a6e1-4315-b64f-1190770e9ff4/IBM-InfoSphere-DataStage.png Blogs - Moving from IBM DB2 & DataStage to Databricks (Pt. 1) - Make it stand out Source: https://sixe.es/ https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/158a967a-383c-427b-8784-40dfe8703c80/Infosphere+Information+Governance+Catalog.png Blogs - Moving from IBM DB2 & DataStage to Databricks (Pt. 1) - Make it stand out Source: https://sixe.es/ https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/731b3bca-e13c-46be-b18b-c073768c99b3/ibm-infosphere-information-analyzer-ytwtglgdr7lteojc.png Blogs - 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Make it stand out Source: SunnyData https://www.sunnydata.ai/blog/inside-databricks-2025 monthly 0.5 2025-04-21 https://www.sunnydata.ai/blog/7rbdn3spyh9pjjwty3ca7303xkqeq1 monthly 0.5 2025-04-21 https://www.sunnydata.ai/blog/cost-allocation-cloud-tags-and-other-relevant-things-on-databricks monthly 0.5 2025-07-31 https://www.sunnydata.ai/blog/seamless-data-integration-sap-to-databricks monthly 0.5 2025-07-31 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/83b953f7-4b00-415b-9fd9-29c046d195fe/1.+SAP+Migration+To+Databricks+by+SunnyData.png Blogs - Seamless Data Integration: SAP to Databricks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/c58dacf4-b47f-4c26-ad0a-14a7d00a47c9/2.+Databricks+ARD.jpg Blogs - Seamless Data Integration: SAP to Databricks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/262076ce-d1b2-4005-b418-24306a62c6e2/3.+Databricks+SAP+SparkJDBC+connector.png Blogs - 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Seamless Data Integration: SAP to Databricks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/420f7b1a-6b52-4108-a583-96cba53b9604/7.+SAP+ECC+and+Azure+Data+Factory+Databricks.png Blogs - Seamless Data Integration: SAP to Databricks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/5-reasons-to-choose-databricks monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/7773d327-5d13-4d7c-93fb-a98cb8fc8696/Why+Databricks.gif Blogs - 5 Reasons Why We Recommend Databricks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/databricks-tips-performance-benchmarks-and-optimization monthly 0.5 2025-04-21 https://www.sunnydata.ai/blog/redshift-to-databricks-part-2-technical-implementation-guide monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/0b6c3d3d-418f-44db-ae03-0e9e99ebcb6d/1.+Redshift+___+Databricks.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/7d86de17-c1cb-4251-b8cc-dbf48176e96a/2-build-a-lake-house-AWS-Redshift-to-Databricks.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - In the previous blog, we explored Redshift and Databricks, assessing their strengths and weaknesses to set the foundation for the migration journey. With this understanding in place, we began the essential first step: the discovery phase. In this article, we’ll revisit this initial phase, expanding on what we’ve previously discussed (while omitting accelerators and topics already covered) to help re-contextualize readers in the migration stages and provide additional insights. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/64ad2cfd-ca09-49be-af95-9063988236d6/3.+Understanding+Data+Models+and+Dependencies+-+Redshift+to+Databricks.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/84a51b46-298d-4c9c-a626-d8ba920a2fc4/4.+Understanding+Redshift+ETL+Processes+-+Redshift+To+Databricks.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - # TIP 1: Positioning Yourself for Success Gathering insights from these assessments positions you for success by clarifying the complexity and scope of the migration effort. This preparatory phase enables you to make data-driven decisions, prioritize workloads that maximize business value, and allocate resources efficiently. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/69d07b8b-602f-4cd1-a981-a8a9640856c1/5.+Data+Analysis+with+Amazon+Redshift.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - # TIP 2: Stay Adaptable It’s important to note that your initial migration plan may need adjustments based on discoveries made during this phase. Maintaining an adaptable approach ensures alignment with the realities of your data and infrastructure, ultimately leading to a more successful migration. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/6d516232-6270-4a17-9ca5-fb3f2dcd5b19/6.++Understanding+Redshift+Processes+and+Dependencies.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Since many components that depend on Redshift may be reusable (depending on the defined migration strategy, whether it’s a direct lift-and-shift or a more extensive refactoring), matching these components accurately is essential. This mapping will be revisited in the next phase to confirm compatibility and further refine integration plans. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/ae82f910-a577-4188-8f0d-ef0cb93357ae/7.+Unity+Catalog+is+a+Good+Practice+-+Redshift+To+Databricks.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Make it stand out This provides a secure foundation in the new environment and builds trust with stakeholders. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/a9388763-4c80-4a31-95c1-026337a35cbe/8.+jobs-costs-dashboard_Cost+Monitoring_Redshift+to+Databricks.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - # TIP3: Leverage Databricks Tools Like Unity Catalog, Serverless, and DLT. Maximize cost efficiency, performance, and ROI by implementing end-to-end best practices. Key Databricks tools, such as Unity Catalog for data governance, Serverless for dynamic resource allocation, and Delta Live Tables (DLT) for automated data pipelines, can optimize your migration and streamline operations across the platform. You can achieve significant cost savings by applying best practices and implementing FinOps strategies, which help manage cloud spending efficiently and maximize value from your investment. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/6ada3825-5921-4fdc-860d-f89f4282c1f1/9.+Databricks-Lakehouse-for-Real-time-Bidding-firm-powered-by-AWS+--+Example_+Databricks+Architecture.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/e35c2b07-396a-463e-85c3-8621e9c5ded3/Screenshot+2024-11-24+at+6.55.29%E2%80%AFAM.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Make it stand out By the end of this phase, we’ll have a clear understanding of the migration’s scope and complexity, enabling us to create a precise migration plan and cost estimate. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/9f1a8445-2b51-4b34-8f0c-18ed197c2477/11.+Implementing-a-data-mesh-on-databricks.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - With the workspaces configured, we are one step closer to starting the gradual migration of data and metadata, following the defined migration plan by phases. It’s essential to keep in mind that Amazon Redshift uses a proprietary format, which requires careful handling. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/2eaacc3f-9edc-4cb8-b1bf-27858be497b1/12.+Databricks+set+up+the+schema.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Before moving tables to Databricks, it’s essential to set up the schema in advance. If you have existing DDL scripts, you can adapt them with minor adjustments to align data types with Databricks’ requirements. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b4770814-c903-4525-8b0d-bf8f0e846f54/13.+lakehouse-diagram.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/0c1acf44-2194-4d83-b4e0-0604943d0f94/14.+Databricks+-+Serverless+-+customer-workloads-are-protected-1683928321.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Types of computation in Databricks: All-purpose: Clusters that support multiple languages and can be always-on or self-terminating rules. Jobs: Ephemeral computation for specific tasks that is activated only while the job is running. DBSQL, DLT and Serverless: Options for advanced computing in data warehousing and query processing. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/f7265bec-af79-4879-bcf8-ad4955352ee1/15.+Databricks+-+Workflows.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/7fd4ba8f-5ed4-4a02-ac26-bc6dee65e831/16.+From+Snowflake+%28or+Redshift%29+to+Databricks+migration.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/48a03dc7-03d5-4fa1-a0aa-9c008614d058/17.+SunnyData+-+From+Snowflake+%28or+Redshift%29+to+Databricks+migration.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/cd74a952-6abb-4a16-89f8-0373d306ec00/18.+SunnyData+ETL_EDW+Plan+%26+Approach+to+Migrations.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/770e7bea-ef08-4f0a-9419-06a820c2fa9d/19.+databricks-migration-strategy-blog-img-2.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Validation is critical to ensure that the data in Amazon Redshift and Databricks match after migration. Since the number of tables migrated can be very high, manual comparison of values is unfeasible. For this, it is recommended to implement an automated testing framework that compares data on both platforms. At SunnyData we have an accelerator for the validation and comparison of data automatically that saves a lot of time. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/3614ce33-9279-4eca-a9cc-36ad7596dbe1/20.+Source_+Data+Leaps.png Blogs - Redshift to Databricks - Part 2: Technical Implementation Guide - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/are-we-in-an-ai-buble monthly 0.5 2025-04-21 https://www.sunnydata.ai/blog/databricks-sql-in-5-minutes monthly 0.5 2025-04-21 https://www.sunnydata.ai/blog/redshift-to-databricks-why-and-how-to-start monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/bb4885f5-fb07-4b53-a2ae-2893d04042b7/1.+Redshift+_+Databricks.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/cbba2350-8708-4385-9f76-9dc44ce820f4/2.+Redshift+Datawarehouse+Cluster.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - From a technical perspective, Amazon Redshift is designed to handle large volumes of data and perform complex analytics efficiently. It employs a massively parallel processing (MPP) architecture to distribute and process data across multiple nodes, and uses a columnar storage structure to maximize data-reading efficiency by accessing only the relevant columns needed for a query. The initial version of Redshift was based on an older version of PostgreSQL 8.0.2, upon which Amazon has introduced numerous improvements and evolutions over time. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/3bfcb61c-3c3d-4187-b73d-e9cd4ecb76fa/3.+Redshift-enterprise-warehouse-workflow.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - In fact, many companies that started their cloud adoption process with AWS, migrating their applications, found Amazon Redshift to be a suitable service for leveraging their data. Primarily because it fulfilled the objective that companies had years ago: to generate reports and perform complex queries without affecting their production databases. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/6953d998-8dbd-464a-90f5-5182fd558937/4.+Create+Cluster+Configuration+on+Redshift.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Limited Scalability: Even with RA3 instances, Redshift struggles to scale efficiently for high concurrency. It can only queue a maximum of 50 queries, which may cause delays during peak workloads Concurrency Limitations: Redshift’s ability to handle multiple workloads concurrently is limited, especially under heavy usage, which can result in degraded performance Performance Issues: Redshift does not perform significantly better than other cloud data warehouses in benchmarks. It lacks index support and comprehensive query optimization, making low-latency analytics difficult to achieve at scale https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/e0af0423-84bb-4ed3-957d-8636f854f8bf/5.+how-to-attribute-amazon-redshift-costs-to-your-end-users.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/9de0d55b-ee43-42f7-bbf8-f37ea62a539e/6.+Databricks+Cloud+Architecture_.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Make it stand out In this sense, a more appropriate comparison would be between Amazon Redshift and Databricks SQL, which is the specific layer of Databricks for SQL queries and structured data analysis. However, even this comparison is not entirely accurate, as Databricks has a much more comprehensive focus. Databricks not only offers SQL capabilities for structured data analysis but also supports the processing of unstructured data, streaming, machine learning, and real-time analytics, positioning itself as a unified platform that covers the entire data lifecycle. In contrast, Redshift is more focused on traditional structured data storage and analytics. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/deadb5c8-fc23-4810-b0be-06674b2accef/7.+Feature+Comparison+Databricks+vs+Redshift+Migration_.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/e46608db-3377-4a21-bf1a-221056c2192b/8.+AWS-Databricks-Arch-Diagram-2.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Secondly, Databricks is programming language-agnostic, supporting Python, R, SQL, and Scala—even within the same notebook. This empowers data professionals from different backgrounds to collaborate more effectively, fostering an inclusive environment where each team member can work in their preferred language. Whether building complex machine learning models or running large-scale SQL queries, Databricks ensures the necessary tools are readily available. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/00a620e4-a699-4126-bb09-4f3294153427/9.+Databricks+%28Lakehouse+Architecture%29+.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Moreover, Databricks excels in both batch processing and real-time data ingestion due to its Delta Lake architecture, which ensures high performance and reliability. Being agnostic to processing modes is crucial for organizations that need to support both historical data analysis and real-time decision-making within the same platform. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/13311b21-d6be-4335-aaa6-5f1b93968b58/10.+Systems+Price_Performance+Ratios.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Finally, Databricks offers excellent scalability and cost management. Its architecture separates compute and storage, allowing businesses to scale resources independently and optimize costs. The platform also supports serverless computing, enhancing its ability to scale efficiently based on workload demands. This ensures that businesses can maintain high performance while keeping costs under control, even as their data processing needs grow. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/79b5e062-bcfc-4f14-8c41-dc2b0566c819/11.+How+To+Plan+a+Migration+from+Redshift+to+Databricks.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/a491c791-bfcc-49ca-8d3f-be176ef93bed/12.+Query+and+Consumption.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/ed5cbbf6-e6e2-442a-84b2-ae8f5ad8fc4c/13.+saupload_asynccode.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Cost reduction is often a major motivator, as Redshift’s pricing model requires organizations to provision clusters upfront, leading to potential over-provisioning and higher costs. Databricks offers more flexible pricing, allowing compute and storage to scale independently, which can significantly reduce costs for workloads that fluctuate in intensity. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/3443706a-4624-4996-9649-d9b64adc17f1/14.+How+To+Migrate+To+Databricks+.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/83668d14-1e44-4d6a-a92e-3ceca0efb800/15.+CPU+Consumption+.png Blogs - Redshift to Databricks - Part 1: Why and How to Start Your Migration - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/sigma-databricks-a-great-bi-tool-for-the-data-intelligence-platform monthly 0.5 2025-04-21 https://www.sunnydata.ai/blog/how-to-migrate-databricks-from-gcp-to-azure-or-aws monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b841ffe7-33e1-43d5-a596-ac4c8abc9e8f/resources.png Blogs - How to Migrate Databricks from GCP to Azure or AWS - Cost competitiveness: A provider may become less competitive over time. For example, Databricks tends to be more cost-efficient on Azure and AWS. Strategic shifts: A new director may prefer a different cloud provider or take advantage of incentives and benefits offered by another provider, such as credits. Multi-cloud and disaster recovery: There may be a need for a multi-cloud setup with high availability and disaster recovery capabilities. Source: https://registry.terraform.io/providers/databricks/databricks/latest/docs https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/c83f361e-091b-4f06-9cc3-7466d551d205/d5ba0980-f851-11ea-9635-d02f2885ee94.png Blogs - How to Migrate Databricks from GCP to Azure or AWS - Make it stand out Additionally, it offers pre-built solutions that optimize this process, such as the Databricks Resource Exporter, which simplifies the export and migration of resources. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b91b91aa-c72f-4f75-9807-828a01602684/Captura+de+pantalla+2024-09-30+a+las+19.01.06.png Blogs - How to Migrate Databricks from GCP to Azure or AWS - Make it stand out Source: https://registry.terraform.io/providers/databricks/databricks/latest/docs/guides/experimental-exporter https://www.sunnydata.ai/blog/databricks-vs-snowflake-fabric-day2 monthly 0.5 2025-07-31 https://www.sunnydata.ai/blog/why-startups-should-choose-databricks-from-day-one monthly 0.5 2025-07-31 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/3f7cbc2e-671b-4611-8d40-8f220cbdd35a/blog-marketecture-1.png Blogs - Why Startups should consider Databricks as a top choice for their data platform for analytics, AI and data management. - “ If I were to start a new tech-enabled services business or a startup, Databricks would undoubtedly be my top choice. “ Source: https://www.databricks.com/product/data-lakehouse https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/7a76d6fe-4204-486e-8f3a-082c1839d2ad/Serverless-Architecture_0.png Blogs - Why Startups should consider Databricks as a top choice for their data platform for analytics, AI and data management. - Firstly, because it’s a solution you can start using without making an initial investment or committing to a certain level of consumption. They’ve made significant advances in implementing “serverless” services (pay-per-use or execution time), and there are no license fees. In other words, it offers all the economic benefits of adopting cloud services to build a data platform but unifies them into a single product or data platform (here, the only real competition would be Fabric, which adopts a similar approach). https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/88a7674c-226d-48d0-83a2-22a47fd120c4/22598.png Blogs - Why Startups should consider Databricks as a top choice for their data platform for analytics, AI and data management. - Secondly, Databricks is rapidly gaining popularity worldwide, thanks to its strong community and its foundation in open-source technologies that have become standards in the data and AI world (e.g., Apache Spark, Delta Lake, MLflow, Unity Catalog, etc.). As a result, it is becoming easier to find qualified professionals specializing in Databricks. We also have a strong roster of skilled experts ready to support companies in harnessing the full potential of the platform. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/a77d37fd-8d45-44d6-b5c0-bf0911ace5f5/xx-Pa%CC%81gina-5.drawio.png Blogs - Why Startups should consider Databricks as a top choice for their data platform for analytics, AI and data management. - Make it stand out Thirdly, it embraces all the libraries and tools that the community loves (TensorFlow, PyTorch, Keras, scikit-learn, XGBoost, Terraform, etc.) https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/5e1b2114-ba65-4ba6-b538-a805885e24a8/db-570-blog-img-1.png Blogs - Why Startups should consider Databricks as a top choice for their data platform for analytics, AI and data management. - Fourth, Databricks is cloud-agnostic, meaning it operates seamlessly with AWS, GCP, and Azure, so regardless of the cloud you work with and which has more presence in your country commercially and talent-wise, you can find skilled professionals. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/14ea9dc7-1556-4843-9a99-59dbe82d9f01/22595.png Blogs - Why Startups should consider Databricks as a top choice for their data platform for analytics, AI and data management. - Finally, as a technological product, it is a complete solution that can cover everything natively. Databricks can be your platform for data processing, machine learning and data science, traditional and generative artificial intelligence, big data and real-time analytics, data governance, reporting and data visualization, and also your collaborative platform where scientists, engineers, and analysts coexist in one place. Having all this from the start was simply unthinkable a decade ago. https://www.sunnydata.ai/blog/snowflake-to-databricks-migration monthly 0.5 2025-07-31 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/011c2b76-6e40-4a24-9166-fd9734b6abd7/1.+Snowflake+to+Databricks+-+key+phases+for+this+migration%2C+which+we+call+M5+.png Blogs - How to migrate your ETL workloads and EDW from Snowflake to Databricks - Make it stand out Source: SunnyData https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/e28a38e5-c105-4dfc-8e9c-36cfe1e0c2e6/2.+Snowflake+Export+to+Databricks.drawio.png Blogs - How to migrate your ETL workloads and EDW from Snowflake to Databricks - Make it stand out Source: SunnyData https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/0788b218-2141-45b5-8c1b-7a29ae99916a/3.+Snowflake+Export+to+Databricks.drawio+%282%29.png Blogs - How to migrate your ETL workloads and EDW from Snowflake to Databricks - Make it stand out Source: SunnyData https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/0a06cd3c-2b2c-4767-9af2-bb0f466d0e4a/4.+Fivetran+in+the+Snowflake+to+Datrabricks+Migration.png Blogs - How to migrate your ETL workloads and EDW from Snowflake to Databricks - Make it stand out Source: SunnyData https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/a9a0ab4b-0c15-4326-84ee-4b11941cd762/5.+Snowflake+Export+to+Databricks.drawio+%281%29.png Blogs - How to migrate your ETL workloads and EDW from Snowflake to Databricks - Make it stand out Source: SunnyData https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/41fc67dd-1615-4f77-9648-0cdf0eb201d7/6.+A+well+architecture+lakehourse+SF+to+DB+Diagram.drawio.png Blogs - How to migrate your ETL workloads and EDW from Snowflake to Databricks - Make it stand out Source: SunnyData https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/7e073ffb-1e66-4cd7-9f75-5669c6d13fdc/7.+Code+Migration+Tools+for+Snowflake+to+Databricks.png Blogs - How to migrate your ETL workloads and EDW from Snowflake to Databricks - Make it stand out Source: SunnyData https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/8e7ec3e9-4e32-4c3a-a987-c86c5b7df1c6/8.+.Databricks+VS+Snowflake+Migration.png Blogs - How to migrate your ETL workloads and EDW from Snowflake to Databricks - Make it stand out Source: https://www.databricks.com/databricks-vs-snowflake https://www.sunnydata.ai/blog/no-one-migrates-from-databricks-to-snowflake monthly 0.5 2025-07-31 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/81e2cdf0-d6ec-499e-beb8-50cdc7d3e3f8/Databricks+Vs+Snowflake+Penetration+Accounts.jpg_large.jpeg Blogs - Why no one migrates from Databricks to Snowflake - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/9b2f1492-ea64-4910-952d-e45697f4d9a0/CDW+Snowflake+Common+Situation.png Blogs - Why no one migrates from Databricks to Snowflake - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/47517a8e-d12b-4568-943e-288aa959db5a/Cloud+Data+Analytics+Framework+Databricks.png Blogs - Why no one migrates from Databricks to Snowflake - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/25053712-1d39-492d-94e5-b83bc7bd328e/Costs+Over+Time+Snowflake+vs+Databricks.png Blogs - Why no one migrates from Databricks to Snowflake - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/fabric-vs-databricks-technical-guide monthly 0.5 2025-07-31 https://www.sunnydata.ai/blog/why-migrate-to-databricks monthly 0.5 2025-07-31 https://www.sunnydata.ai/blog/prioritizing-efforts-and-focus-in-ai-vs-data-engineering monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/512fea24-982e-4649-8392-075202f8e336/1.+Step+Away+from+the+state+of+the+art.png Blogs - Step Away From “The State Of The Art” 2) Knowledge of Modern Architectures, including: Container orchestration (Docker, Kubernetes). Microservices architecture. Experience in Cloud & FinOps (e.g., if you deploy on AWS, you’ll likely need to know about EventBridge, Lambda, SageMaker, Databricks, S3, managing access in AWS IAM, CloudWatch, etc.) Distributed systems and processing. Scalability and performance optimization (caching, in-memory storage, etc.) https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/c06f74be-bc53-4ea3-80ff-3ca977026257/2.+Step+Away+from+the+state+of+the+art.png Blogs - Step Away From “The State Of The Art” 4) Model Tracking: When starting an ML project, the first thing we need to define is a baseline to start from and what we aim to improve. This baseline, along with other defined indicators, is crucial for setting our success goals and measuring our progress. Without specific model monitoring data, we won’t be able to detect biases, model drift, evaluate performance, or identify other issues affecting our service. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/37d0bcdb-84f0-43a8-8e43-f25425101f0d/3.+Step+Away+from+the+state+of+the+art.png Blogs - Step Away From “The State Of The Art” 5) Security and Privacy: From a regulatory perspective, it is imperative to comply with data protection laws. Rigorous controls must be implemented for data access and secure management of elements such as encryption keys. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/c6799c36-c557-410b-b875-af89615d98d6/4.+Step+Away+from+the+state+of+the+art.png Blogs - Step Away From “The State Of The Art” 6) Service Exposure: Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/3d2bd2ee-443e-4faf-9567-9b64aac3e5ae/5.+Step+Away+from+the+state+of+the+art.jpg Blogs - Step Away From “The State Of The Art” The reality is that importing these libraries or reusing code is very easy; the challenge lies in understanding the mathematical and statistical foundations, knowing when and how to apply them in practice (especially when training models from scratch, fine-tuning, or progressing to more complex techniques such as optimization or hyperparameter adjustments, or for model interpretability and explainability). https://www.sunnydata.ai/blog/databricks-ai-bi-genie monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/3bc1a147-b2f0-4b91-b4fa-c0d6dad9fe97/Why.gif Blogs - Databricks AI/BI Series: A Technical Overview of AI/BI Genie - Takeaway: While dashboards provide a visual overview, they often fall short when exploring new data and conducting ad-hoc analysis, pushing users towards time-consuming manual data manipulation and ungovernable shortcuts. Takeaway: While dashboards provide a visual overview, they often fall short when exploring new data and conducting ad-hoc analysis, pushing users towards time-consuming manual data manipulation and ungovernable shortcuts. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/dedfa3bf-eff6-4714-a91c-1e30cd5d9fb8/Good+For.gif Blogs - Databricks AI/BI Series: A Technical Overview of AI/BI Genie - Takeaway: AI/BI Genie is designed to enhance business-specific decision-making through tailored conversations that connect non-technical users to the answers they need that aren’t being addressed by dashboards today. Takeaway: AI/BI Genie is designed to enhance business-specific decision-making through tailored conversations that connect non-technical users to the answers they need that aren’t being addressed by dashboards today. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b9abd8c8-938c-45ca-bf82-c936fe9f7c7c/Cost.gif Blogs - Databricks AI/BI Series: A Technical Overview of AI/BI Genie - Make it stand out Takeaway: AI/BI Genie proves cost-effective by charging only for compute usage. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/c20732cd-0ecc-4079-8a67-936ebd3af712/Instructions.gif Blogs - Databricks AI/BI Series: A Technical Overview of AI/BI Genie - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/1cc775bb-4fee-4c5f-842a-e9a6d58e4f47/Instructions+2.png Blogs - Databricks AI/BI Series: A Technical Overview of AI/BI Genie - Takeaway: AI/BI Genie provides multiple tools to help you provide the training it needs to deliver business value to end-users. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/89a91a70-2984-4bfc-90a1-7828d4960bd4/Permissions.png Blogs - Databricks AI/BI Series: A Technical Overview of AI/BI Genie - Make it stand out Takeaways: There are two methods of access control: Unity Catalog permissions for stringent data governance and embedded credentials (Genie space level access) for more flexible data access. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/2b51b154-d3ec-49ee-bc7c-87f2e4555bad/Monitoring.gif Blogs - Databricks AI/BI Series: A Technical Overview of AI/BI Genie - Make it stand out Takeaway: Monitoring AI/BI Genie’s performance allows users to refine and optimize its functionality, ensuring that the insights provided align with business objectives and enhance decision-making efficiency. https://www.sunnydata.ai/blog/fabric-vs-databricks-an-initial-review monthly 0.5 2025-07-31 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/51f6a886-f482-47b9-87cd-64637a1bc7b0/fabric+platform.png Blogs - Fabric Meets Databricks: A Preliminary Review for Data Practitioners - It is essential to understand OneLake and how it addresses data silos. OneLake is a SaaS data lake platform that leverages virtualization to enable a unified data repository for an entire organization while eliminating the need for data duplication. It uses "Shortcuts," which are symbolic links allowing real-time access to data from various locations without creating copies. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/cc7f6f74-c960-4485-bf0c-b828762f2e28/databricks+platform.png Blogs - Fabric Meets Databricks: A Preliminary Review for Data Practitioners Let’s compare these 5 core areas between the 2 platforms. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/759eb9c6-64bc-4ad0-8050-e586c3b5db29/1_r-N8XK6rqoOI7l5Fyage-Q.png Blogs - Fabric Meets Databricks: A Preliminary Review for Data Practitioners - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/databricks-ai-assistant-sql-review monthly 0.5 2025-04-21 https://www.sunnydata.ai/blog/demystifying-the-data-mesh monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/7e802f31-579d-4651-b7c2-ad92f14d54f4/Data+Mesh+Teory+vs+Practice+Real+Life.jpeg Blogs - Demystifying the Data Mesh: Key Aspects and Strategic Considerations. - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/databricks-notebook-upgrade monthly 0.5 2025-07-31 https://www.sunnydata.ai/blog/databricks-myths-vs-real-life-example monthly 0.5 2025-04-21 https://www.sunnydata.ai/blog/databricks-ai-bi-dashboards-genie monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/ad501335-350e-479b-9151-ffad62696fb3/Image+1.png Blogs - Databricks AI/BI Series: AI/BI Dashboards - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/9dfdc96b-59ae-4467-9d11-fd7c0e1798f0/Image+2.png Blogs - Databricks AI/BI Series: AI/BI Dashboards - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/databricks-cost-control-features monthly 0.5 2025-07-31 https://www.sunnydata.ai/blog/databricks-summit-2024-top-announcements-and-releases monthly 0.5 2025-07-31 https://www.sunnydata.ai/blog/cost-saving-best-practices-for-databricks-workflows monthly 0.5 2025-07-31 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b98a3dbf-11b1-4fd7-bb3c-29c8ef1c5b7d/Intro.png Blogs - Cost Saving Best Practices For Databricks Workflows - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/62233270-43c7-476f-ad9f-afcd82747fe8/Number+1%2C+part+a.png Blogs - Cost Saving Best Practices For Databricks Workflows - Make it stand out All Purpose Compute With Photon Pricing, Azure East https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/9ec1d1e2-5753-40ee-a149-e93f89fa28de/Number+2%2C+part+b.png Blogs - Cost Saving Best Practices For Databricks Workflows - Make it stand out Job Compute With Photon Pricing, Azure East https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/33124c6c-d8dc-4282-8318-044f6042d0ea/Number+2.png Blogs - Cost Saving Best Practices For Databricks Workflows Run your job a few times to establish a baseline as to how long each job should run for. Add an additional 5% - 20% of time to the highest execution time you obtained, and set that time as your job execution "Warning". This means you will get an email notification when your job is running longer than that threshold, allowing you to research what is going on. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/31a4b934-0d39-4d7c-a388-46eb1f8fc862/Number+3.png Blogs - Cost Saving Best Practices For Databricks Workflows Considering your specific pipeline and fault tolerance, add a "Timeout". With a "Timeout", you are telling Databricks that under no circumstance should this job take longer than the time you've set, and if it does, it is better to stop the workflow and for you to figure out what went wrong. I like to set this to be double the warning's time in case there is anything I can do to fix it without re-running the job. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/d956f824-97d0-462a-b324-d8457870468d/Number+4.png Blogs - Cost Saving Best Practices For Databricks Workflows - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/0bcbfa4a-dc83-4598-9f63-0a855d97e377/Number+6.png Blogs - Cost Saving Best Practices For Databricks Workflows - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/c73ac72f-5dc0-489f-a353-cb8d10974071/Number+7.png Blogs - Cost Saving Best Practices For Databricks Workflows - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/from-poc-to-production-launching-a-successful-ai-project monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/1ca95b12-34fc-44eb-91fc-f377eace9778/Gartner+AI+Maturity+Model+.png Blogs - A Roadmap to a Successful AI Project: Planning, Execution & ROI The 1st is the RA”G” (actually Retrieval Augmentation only, the G is for Generation and that is a later step, here we are talking about ingesting). Basically an attempt is made to correct the model by means of a data pipeline for context at the prompt from some data source. That is, the model is not touched, what is done is adding context to the prompt (similar to when we use ChatGPT and in the question, we copy current text, from which we ask something) https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/0212b454-3fcc-4348-ba7c-d87b45ff341e/AI+Project+Framework+SunnyData+Databricks+PoC+to+Production.png Blogs - A Roadmap to a Successful AI Project: Planning, Execution & ROI https://www.sunnydata.ai/blog/navigating-data-governance-with-unity-catalog-a-practical-exploration monthly 0.5 2025-07-31 https://www.sunnydata.ai/blog/unity-catalog-and-enterprise-data-governance-tools-how-should-they-fit-in-your-stack monthly 0.5 2025-07-31 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/2472e498-8d28-4a4d-a90e-07985ca3c50d/Decision+matrix+with+various+considerations+-+Unity+Catalog+and+Enterprise+Data+Governance+Tools+-+How+Should+They+Fit+In+Your+Stack%3F+-+Databricks+-+SunnyData.png Blogs - Unity Catalog and Enterprise Data Governance Tools: How Should They Fit In Your Stack - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/navigating-data-governance-with-unity-catalog monthly 0.5 2025-07-31 https://www.sunnydata.ai/blog/from-rags-to-riches-practical-tips monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/4907f9e2-b33c-4f92-a733-2b6d555e3ef3/1.png Blogs - From RAGs to Riches: Practical Tips For Your Journey  The 1st is the RA”G” (actually Retrieval Augmentation only, the G is for Generation and that is a later step, here we are talking about ingesting). Basically an attempt is made to correct the model by means of a data pipeline for context at the prompt from some data source. That is, the model is not touched, what is done is adding context to the prompt (similar to when we use ChatGPT and in the question, we copy current text, from which we ask something) https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/ad45f6f7-b9f3-474d-bc6d-e66e6f917660/2.png Blogs - From RAGs to Riches: Practical Tips For Your Journey  https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/d073893a-b65e-467b-8afa-d9643b42b0a7/3.png Blogs - From RAGs to Riches: Practical Tips For Your Journey  1) Prompt Engineering (*). This is always necessary when you are using an LLM to complete a task and it is ideal when the model has already trained with relevant data and just needs a little guidance to extract and present information. 2) RAG. The information is not in the training data original model, or updated information is needed. It is ideal for situations where the answer depends on the recent data or specific knowledge. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/039675c8-980f-4703-86b7-f983f13fd1aa/4.png Blogs - From RAGs to Riches: Practical Tips For Your Journey  1) Data Ingestion: A common use case is collecting large amounts of textual data and preparing this data for model training. This includes Clean and normalize text, tokenize, and apply engineering techniques to transform text data into a format that the language model can understand and learn. 2) Data Query:The consultation process involves asking questions that the model answers based on data obtained during its training or from external sources. Retrieval is the ability to access that information and synthesis is the ability to combine and reformulate that information to produce a coherent and often creative response. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/71b9d693-1a58-4251-bf6e-f996f6b9cf37/5.png Blogs - From RAGs to Riches: Practical Tips For Your Journey  - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/d562cb3f-730a-4f53-8eaa-0f0c61827379/6.png Blogs - From RAGs to Riches: Practical Tips For Your Journey  Imagine constructing a state-of-the-art skyscraper in the city of Datanopolis, symbolizing your business's aspirations and potential. Now think of Databricks as the most advanced & versatile building material available, offering the strength and flexibility needed to not just erect a structure but to create a landmark. People will be amazed by this building, as it features dazzling elements like panoramic observatories (serving as Analytics & BI) and specialized spaces (ML & GenAI functions). However, as with any construction project of such magnitude, seasoned architects and construction teams (like SunnyData's consultants) become indispensable. What's more, a skyscraper requires a robust foundation (Data Engineering) that assures the structure is secure. Without expertly laid data pipelines and a solid engineering base, the most advanced Data Analytics & AI ambitions will falter before reaching their full potential. dddd https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/083dda32-325a-4bae-a6df-d89cd0975fe5/7.png Blogs - From RAGs to Riches: Practical Tips For Your Journey  - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/4f2bc9ef-4415-469c-93b4-300523d83391/8.png Blogs - From RAGs to Riches: Practical Tips For Your Journey  - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/ac318963-6f38-4601-9ff5-b1c05eb2ab61/9.png Blogs - From RAGs to Riches: Practical Tips For Your Journey  - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/f4b61409-a4b3-425d-9b1f-67f841af4d58/10.png Blogs - From RAGs to Riches: Practical Tips For Your Journey  - Some of the benefits: • Transparency:A better understanding of how they work, their architecture and the training data used. • Fine-Tuning: They allow fine tuning, adding specific data for each use case • Community:They benefit from the contribution of people with different perspectives. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/c8132a24-e35e-4dd6-940c-c72e5a68bc99/11.png Blogs - From RAGs to Riches: Practical Tips For Your Journey  - Last week, Databricks launched a new model (DBRX) of its own that defines a new state of the art of the open-source model community and surpasses previous ones in performance At SunnyData, we will dedicate a blog to this new technology once we test it enough. https://www.sunnydata.ai/blog/generative-ai-the-future-is-today monthly 0.5 2025-04-21 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/d149547b-8f07-48ee-88f3-440a27084388/Companies+are+still+experimenting+with+AI+-+Adoption+Process+SunnyData.png Blogs - Generative AI: Realizing the Future of Your Business, Today. - And if that’s not compelling enough, consider this: Artificial Intelligence could well be the next big leap for humanity, right up there with the industrial revolution and the dawn of the internet. It’s not just an upgrade; it’s a transformation that’s reshaping how we work, think, and interact. If someone tells you that the current buzz around generative AI is just a passing trend, they probably haven’t looked closely enough at what it’s truly capable of, or how quickly it's being integrated into the tools, workflows, and strategies of organizations everywhere. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/6062ab47-d279-4f96-a828-46ef61c2c1e1/Example+of+Use+Cases+-+Generative+AI+SunnyData+-+Process+AI+SunnyData.png Blogs - Generative AI: Realizing the Future of Your Business, Today. - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/742e9d70-650a-4be6-a1dc-999423cd06e5/Smart+Chat+SunnyData.png Blogs - Generative AI: Realizing the Future of Your Business, Today. - For years, companies have poured time and money into developing chatbots and virtual assistants, chasing the dream of seamless, automated customer interactions. 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Traditional chatbots, bound by predefined conversation paths, struggled with the unpredictable and complex nature of human conversation, not to mention the biases and errors that can sneak into software development. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/908cf332-242f-498b-a75e-0c55f91a8e58/Kanini+Intelligence+Process+Evolution.jpg Blogs - Generative AI: Realizing the Future of Your Business, Today. - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://www.sunnydata.ai/blog/snow-melts-time-to-build-data-skyscrapper-using-databricks monthly 0.5 2025-07-31 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/f1831316-8180-4d9a-98d6-8dc4f6407e71/Futuristic+Databricks+Data+Skyscraper.png Blogs - Build a data skyscraper with Databricks Imagine constructing a state-of-the-art skyscraper in the city of Datanopolis, symbolizing your business's aspirations and potential. Now think of Databricks as the most advanced & versatile building material available, offering the strength and flexibility needed to not just erect a structure but to create a landmark. People will be amazed by this building, as it features dazzling elements like panoramic observatories (serving as Analytics & BI) and specialized spaces (ML & GenAI functions). However, as with any construction project of such magnitude, seasoned architects and construction teams (like SunnyData's consultants) become indispensable. What's more, a skyscraper requires a robust foundation (Data Engineering) that assures the structure is secure. Without expertly laid data pipelines and a solid engineering base, the most advanced Data Analytics & AI ambitions will falter before reaching their full potential. dddd https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/ae360fa1-df74-4afe-be2a-e4f6290fae6f/Comparing+a+Skyscraper+with+Databricks+Project+Framework.png Blogs - Build a data skyscraper with Databricks Building Materials > Databricks enables a range of capabilities from data ingestion, data engineering to supporting Analytics, ML & AI. Foundation > Data Engineering ensures robust, scalable architecture that is repeatable and scalable for all subsequent use cases. Specialized Specs > GenAI Functions offer features that provide cutting-edge insights and innovations. Infrastructure (eg.: Plumbing) > DevOps integrates automates processes, ensuring seamless data flow and operation. Security > Data Security & Governance, and ensuring compliance with Unity Catalog - or complement with other enterprise data catalogs. Interior Design & Furniture > Analytics & BI transforms data into actionable insights, making it accessible to business users and natural language ability to ask questions of your data. Architect & Construction Crew > Like SunnyData's Consultants, Databricks experts tailor and implement solutions for specific business needs. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/8488fa79-af1c-4bf0-a42b-2870361f9b89/Databricks+Skyscraper+Framework.png Blogs - Build a data skyscraper with Databricks - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/431acb4e-5c98-41d6-883c-d0e9039eb264/Skyscraper+Analogy+Databricks+SunnyData.jpeg Blogs - Build a data skyscraper with Databricks - Our Tip: Start Small, Dream Big Don't try to build every floor at once. Begin with a few key data projects that have clear business value. These early successes will build team confidence and inside your organization, justifying further investments. By embracing a structured approach with Databricks, businesses unlock a new realm of possibilities. Take, for example, a regional US Bank we helped leading to a 400% reduction in TCO overall data analytics infrastructure, operations and employee costs. This success story underscores how, from the ground up, our methodology not only strengthens operational frameworks but also paves the way for groundbreaking innovations, turning data into a lever for market differentiation and competitive advantage. https://www.sunnydata.ai/blog/databricks-model-serving-a-unified-platform-for-ai-excellence monthly 0.5 2025-07-31 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/f975118b-d1f8-4187-8115-a6c5f365c5eb/Enhance+Cost+Efficiency+and+Response+Speed+with+Advanced+LLM+Deployment.png Blogs - Databricks Model Serving for end-to-end AI life-cycle management Enhanced LLM Serving has significantly upgraded Databricks Model Serving, offering up to a 3-5x reduction in both latency and operational costs for deploying large language models (LLMs). This process is streamlined, allowing for the easy integration of LLMs into your applications without the need for complex optimization code. Databricks supports deployment on both CPUs and GPUs, automating containerization and infrastructure management. This leads to decreased maintenance expenses and faster deployment times, enabling a more efficient development cycle from idea to production. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/2a60c840-60aa-4227-8fd7-ce008e37bbec/Databricks+Serving+Endpoints+List.png Blogs - Databricks Model Serving for end-to-end AI life-cycle management - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/b1e71e03-a604-42ea-86e6-d3a7072edf4b/Databricks+Model+Serving+allows+for+the+integration+of+models+hosted+outside+of+Databricks+blog-mlflow-model-1.png Blogs - Databricks Model Serving for end-to-end AI life-cycle management - Make it stand out Whatever it is, the way you tell your story online can make all the difference. 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Databricks & SunnyData Edition https://www.sunnydata.ai/blog/what-is-databricks-photon-and-why-use-it monthly 0.5 2025-07-31 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/ca395cf6-27ca-47a8-9738-afeb4aae7b6e/Overview-of-Spark-framework-The-master-node-contains-driver-program-which-drives-the.png Blogs - What is Photon in Databricks and, Why should you use it? - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/0b3c2d0f-461c-4d28-9c2e-4eaef8ddd920/1520185381137.jpeg Blogs - What is Photon in Databricks and, Why should you use it? - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/abcdd4b2-47b8-47ff-9ebf-bbe5f392a582/Catalyst-Optimizer-diagram.png Blogs - What is Photon in Databricks and, Why should you use it? - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/3ff42c70-ccc6-48fa-b2b3-e7e1dacd44ff/fig9.jpeg Blogs - What is Photon in Databricks and, Why should you use it? - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/c5751594-a211-41db-8cb1-3bd1c9ef686e/ezgif-2-b64b5b222e.png Blogs - What is Photon in Databricks and, Why should you use it? - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/69999fc6-e536-4d7d-8d6b-d6008297b61f/1_8yviZQXq9rXgBoup8W-kHA.png Blogs - What is Photon in Databricks and, Why should you use it? - Make it stand out Whatever it is, the way you tell your story online can make all the difference. 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https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/9d90e5ff-c399-477e-8396-73d935981bc7/AI+Action+Figures.png SunnyDigest CMS - SunnyDigest – April 17 - Make it stand out Databricks even designed their figure as a Data + AI Summit attendee, complete with laptop, badge, water bottle, and notebook. It's all part of the lead-up to this year’s summit in San Francisco—arguably the most accessorized one yet. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/49fe92bb-5e64-4b3e-943e-1bd52c592d66/DB+DAIS.png SunnyDigest CMS - SunnyDigest – April 17 - Make it stand out https://www.sunnydata.ai/sunnydigest-cms/apr-1 monthly 0.5 2025-04-24 https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/705db3d3-8931-497d-b07a-d66df0fad5a2/meme+matrix.jpg SunnyDigest CMS - SunnyDigest – April 1 - Make it stand out Whatever it is, the way you tell your story online can make all the difference. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/a0ea57ec-af56-4645-a526-8004e9b5979e/db+claude.png SunnyDigest CMS - SunnyDigest – April 1 - Get Started with Claude models on Azure Databricks This post provides a detailed, step-by-step guide on how you can start using Claude 3.7 Sonnet model directly within your Azure Databricks environment using Model Serving. https://images.squarespace-cdn.com/content/v1/65a7c5c379a13972f7c20d75/3c5050ca-1949-4500-a486-1662803479ad/Captura+de+pantalla+2025-04-01+a+la%28s%29+15.22.15.png SunnyDigest CMS - SunnyDigest – April 1 The surge in popularity also led to technical challenges, with reports of GPUs overheating due to the high demand. OpenAI acknowledged these issues, with Altman humorously noting that the company's GPUs were "melting" under the load. 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What's Databricks' take? Speaking to the BBC, co-founder and executive chair Ion Stoica offered an optimistic perspective: "the lower cost of DeepSeek could spur more companies to adopt AI in their business (...) If that happens, this reduction in cost can accelerate the progress of AI (...) So overall, the market will expand faster, and the value of the market will grow faster." 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