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We're dedicated to providing user-friendly business analytics tracking software that empowers businesses to thrive.

    Divya Pal Singh

    Azure and Business Intelligence Architect with 17+ years of experience delivering cloud data and analytics solutions. Focus areas include Azure data platforms, ETL and ELT architecture, and enterprise BI on Microsoft Azure.

    • Home
    • Divya Pal Singh
    Before and after comparison of one timestamp column: a Synapse datetimeoffset value showing 2026-03-15 23:45:12.1234567 +05:30 with the trailing digit and time zone offset highlighted, and the migrated Fabric datetime2 value showing 2026-03-15 23:45:12.123456 without them.
    Microsoft Fabric

    Synapse to Fabric migration: what does not move

    August 20, 2026 Divya Pal Singh No comments yet

    A Synapse to Fabric migration moves your schema, not your semantics. The type mappings, the objects the assistant skips, and where data quietly changes.

    The four Fabric throttling stages from overage protection through interactive delay and rejection to background rejection
    Microsoft Fabric

    Fabric capacity planning: what to read before you scale

    August 13, 2026 Divya Pal Singh No comments yet

    Fabric capacity planning starts with the metrics app, not the purchase order. What to read before scaling up, and why doubling the SKU is rarely the fix.

    Fabric workspace items with a Git status column, two marked unsupported
    Microsoft Fabric

    Fabric Git integration: what actually syncs, and where the gap shows up

    August 5, 2026 Divya Pal Singh No comments yet

    Fabric Git integration versions your workspace, but not every item. What syncs, where the gap is flagged, and why nobody looks at the column that shows it.

    Primary and paired Microsoft Fabric regions: OneLake data replicates while workspaces, pipelines and semantic models do not
    Microsoft Fabric

    Microsoft Fabric disaster recovery: what is and is not replicated

    July 31, 2026 Divya Pal Singh No comments yet

    Microsoft Fabric has built-in disaster recovery, and that sentence has given a lot of architecture teams false comfort. The capability is real. What it protects is considerably narrower than most teams assume, and the gap between “DR is enabled” and “we can actually recover” is where the risk lives. This article sets out exactly what […]

    A data pipeline fanning out from one source into parallel processing stages and back to a single sink
    Azure

    Azure Data Factory at scale

    March 10, 2026 Divya Pal Singh No comments yet

    Azure Data Factory (ADF) is Microsoft’s cloud-native ETL/ELT service, but scaling from 10 to 1,000+ pipelines requires architectural patterns that most…

    Medallion architecture layers on OneLake: bronze raw, silver conformed and gold served
    Microsoft Fabric

    Enterprise data lakehouse on Microsoft Fabric

    January 30, 2026 Divya Pal Singh No comments yet

    Microsoft Fabric represents the most significant shift in enterprise data architecture since cloud data warehouses.

    On-premises server racks migrating to Azure VMware Solution
    Azure

    Enterprise Azure VMware solution

    January 23, 2026 Divya Pal Singh No comments yet

    This framework represents a synthesis of 50+ enterprise Azure VMware Solution (AVS) deployments, distilling production lessons into prescriptive technical…

    A governed compute cluster with some objects granted and others restricted
    Azure

    Databricks on Azure: enterprise lakehouse architecture

    November 19, 2025 Divya Pal Singh No comments yet

    The modern data stack has converged on a single architectural truth: the lakehouse.

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    Categories

    • Azure (6)
    • Copilot & AI (4)
    • Data governance (1)
    • Dynamics 365 (2)
    • Microsoft Fabric (7)
    • Power BI (1)
    • Power Platform (3)

    Recent posts

    • Diagram of the same patch window under two designs: a synchronous interface where order entry waits for an answer from a stock system in maintenance and stops, and an asynchronous one where order entry uses the last known value and continues.
      ERP integration patterns: real time is usually the wrong answer
    • Bar chart of first-year cost for a 30 user Business Central deployment: licensing is 15 to 25 per cent at 25,000 to 35,000 dollars, and services, migration and extensions are 75 to 85 per cent at 80,000 to 150,000 dollars, with the licensing segment marked as the number that gets approved.
      Business Central implementation cost: the licence is the smallest line
    • Before and after comparison of one timestamp column: a Synapse datetimeoffset value showing 2026-03-15 23:45:12.1234567 +05:30 with the trailing digit and time zone offset highlighted, and the migrated Fabric datetime2 value showing 2026-03-15 23:45:12.123456 without them.
      Synapse to Fabric migration: what does not move

    Tags

    Azure analytics Azure Databricks Azure Data Factory Azure VMware Solution Microsoft Fabric Microsoft Purview Power BI
    Veratas

    Veratas empowers businesses with advanced analytics and tailored software solutions in the Microsoft ecosystem. From Dynamics 365 to Microsoft Fabric, we help organizations unlock insights, optimize performance, and drive growth.

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