Migrate Azure Data Factory ToMicrosoft Fabric,With Offshore Data Engineers
Seamlessly modernize legacy Azure Data Factory (ADF) pipelines, SSIS packages, ADLS Gen2 data lakes, and Synapse workloads into unified Microsoft Fabric Data Factory, OneLake, and Spark Lakehouses.
Trusted by Partners & Clients
GO ERP
Nuvento
Snapon
Jonians
Export Control Group
SP Marketplace
Bosch
Emscale
Link Innovation
IntellecttGO ERPNuventoSnaponJoniansExport Control GroupSP MarketplaceBoschEmscaleLink InnovationIntellecttMove from Fragmented ETL Pipelines to a
Unified Data Platform
Microsoft Fabric unifies data engineering, legacy Azure Data Factory workloads, and Power BI on a single platform with OneLake—simplifying your data environment, modernizing pipelines, and building a scalable foundation for AI.
Unified Data & Analytics
Bring data engineering, warehousing, analytics, and Power BI together on one platform.
Simplified Data Management
Use OneLake and integrated Fabric workloads to reduce complexity across data storage, ETL pipelines, and analytics.
Power BI & Business Intelligence Integration
Connect enterprise data with Power BI and Fabric semantic models to deliver trusted reporting and faster business insights.
Modern, Scalable Architecture
Modernize Azure Data Factory and SSIS workloads for a scalable Fabric environment that can evolve with changing data, analytics, and AI requirements.
Azure Data Factory to Microsoft Fabric Migration for
Data Teams & Partners
We help organizations, technology teams, consulting firms, and Microsoft partners modernize Azure Data Factory pipelines, SSIS packages, and transition to Microsoft Fabric with structured migration planning, workload assessment, refactoring, validation, and production cutover support.
Enterprises
Modernize your legacy Azure Data Factory and SSIS environment with a structured Microsoft Fabric migration approach.
Assess ETL workloads, plan the migration path, refactor compatible pipelines, validate data and performance, and prepare Fabric Data Factory for production use.
Data & Analytics Teams
Move ADF pipelines, data flows, and ADLS Gen2 workloads toward a unified Microsoft Fabric platform.
Get engineering support for pipeline assessment, PySpark and OneLake integration, data validation, and post-migration optimization.
Consulting Firms
Extend your data modernization engagements with specialized ADF-to-Fabric migration expertise.
Add engineering capacity for assessment, migration planning, pipeline refactoring, validation, and Fabric implementation while retaining ownership of the client engagement.
System Integrators
Add Microsoft Fabric migration engineering capacity to your existing modernization projects.
Support ADF workload migration across pipelines, dataflows, integrations, security, validation, and production cutover.
Microsoft Partners
Accelerate Azure Data Factory to Microsoft Fabric migration projects with dedicated offshore engineering support.
Extend your delivery team with engineers supporting Fabric migration assessment, pipeline conversion, OneLake integration, Power BI alignment, testing, and optimization.
Where our clients are
Trusted by businesses across 13+ countries, we deliver technology solutions that help organizations build, scale, and transform digitally.
Who Do We Serve?
We help businesses, technology teams, and service providers modernize Azure Data Factory workloads and move to Microsoft Fabric with structured migration planning, pipeline assessment, engineering, validation, and production support.
CEOs & Business Leaders
Looking to modernize your data platform and simplify your analytics environment?
What you may be asking
Key Concerns- Can we move from Azure Data Factory to Microsoft Fabric without disrupting the business?
- What benefits can Fabric bring to our data and analytics strategy?
- How can we reduce complexity while preparing for future analytics and AI needs?
How we help
Our Approach- Assess your existing ADF environment and define a practical migration strategy.
- Modernize data pipelines, analytics, and reporting workloads for Microsoft Fabric.
- Support migration, validation, and production readiness.
The Outcome
Delivered ValueA modern Microsoft Fabric data platform that reduces complexity and provides a scalable foundation for analytics and AI.
From Legacy Azure Data Factory
to Unified Microsoft Fabric
Softree executes a proven, automated approach to migrate Azure Data Factory pipelines, Synapse SQL, and Power BI models into Microsoft Fabric's unified OneLake architecture.
01 — Migration Assessment
Migration
Assessment
Evaluate existing ADF pipelines, ADLS Gen2 storage, and Synapse SQL pools. Analyze dependencies, assess SSIS packages, and calculate migration risk and capacity sizing.
- ✓Azure Data Factory pipeline assessment
- ✓Synapse SQL and ADLS Gen2 readiness check
02 — Fabric Architecture
Fabric
Architecture
Design scalable Microsoft Fabric architectures using OneLake and DirectLake. Plan medallion architecture, configure workspaces, capacity sizing, and RBAC security.
- ✓Medallion architecture and OneLake design
- ✓Microsoft Fabric workspace and capacity sizing
03 — Pipeline Conversion
Pipeline
Conversion
Convert legacy ADF JSON definitions and SSIS packages into Fabric Data Pipelines and Dataflows Gen2 with automated incremental data load configuration.
- ✓ADF to Fabric Data Pipelines migration
- ✓SSIS to Dataflows Gen2 conversion
04 — DirectLake Optimization
DirectLake
Optimization
Upgrade legacy Power BI datasets to leverage OneLake and DirectLake mode. Optimize Delta Parquet formats and migrate DAX measures for high-performance semantic models.
- ✓Power BI semantic model modernization
- ✓DirectLake mode and Delta Parquet optimization
05 — Production Cutover
Production
Cutover
Execute parallel runs, validate data parity, and deploy to production using Fabric Git integration and CI/CD pipelines for a zero-downtime cutover.
- ✓Zero-downtime analytics migration cutover
- ✓Fabric Git integration and CI/CD pipelines
Explore how our offshore data engineering teams help digital agencies, consultancies, and technology leaders migrate legacy Azure Data Factory workloads to a unified Microsoft Fabric environment, accelerating pipelines and unifying storage.
Build Your Modern Analytics Environment on Microsoft Fabric
Softree works across the core Microsoft Fabric workloads required to modernize Azure Data Factory-based analytics environments, from data engineering and OneLake to analytics, real-time intelligence, Power BI, and governance.
31 tools across 8 layers of the stack
OneLakeDATA STORAGEAzure Blob StorageDATA STORAGEData FactoryDATA INTEGRATION
SSIS PackagesDATA INTEGRATIONLakehouseDATA ENGINEERING
Azure DatabricksDATA ENGINEERINGWarehouseDATA WAREHOUSINGT-SQLDATA WAREHOUSINGAzure Machine LearningDATA SCIENCE
PythonDATA SCIENCEKQL DatabaseREAL-TIME ANALYTICSEvent HubsREAL-TIME ANALYTICS
DAXBUSINESS INTELLIGENCE
Power QueryBUSINESS INTELLIGENCEMicrosoft Entra IDDATA GOVERNANCEAzure MonitorDATA GOVERNANCEADLS Gen2DATA STORAGEDelta LakeDATA STORAGEAzure Data FactoryDATA INTEGRATIONLogic AppsDATA INTEGRATION
Apache SparkDATA ENGINEERINGMapping Data FlowsDATA ENGINEERINGSQL ServerDATA WAREHOUSINGData ScienceDATA SCIENCE
JupyterDATA SCIENCEReal-Time IntelligenceREAL-TIME ANALYTICSAzure Data ExplorerREAL-TIME ANALYTICSPower BIBUSINESS INTELLIGENCEAnalysis ServicesBUSINESS INTELLIGENCEMicrosoft PurviewDATA GOVERNANCEAzure Key VaultDATA GOVERNANCEMigrate Your Azure Data Factory Pipelines with Minimal Disruption
We execute structured Azure Data Factory to Microsoft Fabric migrations, carefully transitioning your pipelines, SSIS packages, data flows, and ADLS storage into a modern, unified Fabric environment.
PIPELINE MIGRATION
Migrate ADF pipelines, orchestration logic, and triggers to Microsoft Fabric Data Factory.
SSIS LIFT & SHIFT
Modernize legacy SSIS packages using Fabric Integration Runtimes or refactoring.
DATA FLOWS & WRANGLING
Transition Mapping Data Flows and Power Query to high-performance Dataflows Gen2.
STORAGE MODERNIZATION
Move from siloed ADLS Gen2 storage accounts into the unified Microsoft OneLake.
ANALYTICS INTEGRATION
Connect migrated workflows directly to Power BI DirectLake semantic models.
SECURITY & GOVERNANCE
Align Azure RBAC and Purview policies with Fabric's unified workspace security.
Pipeline Orchestration Migration
Scope 01 • Pipeline Migration
From Azure Data Factory Workloads to a
Production-Ready Microsoft Fabric Environment
Our Azure Data Factory to Microsoft Fabric migration approach combines pipeline assessment, migration planning, architecture design, controlled workload refactoring, validation, and post-migration optimization to help organizations modernize their data platform with confidence.
We understand your existing ADF pipelines, SSIS packages, business requirements, data landscape, and migration goals.
• Identify ADF resources, connected systems, data sources, and business requirements.
• Document key integrations, dependencies, and migration objectives.
We analyze ADF pipelines, data flows, SSIS packages, dependencies, and complexity to determine the right modernization approach.
• Assess linked services, datasets, activities, and data flow compute.
• Identify pipelines to migrate as-is, refactor for Spark, or optimize natively in Fabric.
We define the target Fabric architecture and pipeline migration strategy based on your data, analytics, and integration requirements.
• Design the target Fabric architecture and map ADF activities to Fabric Data Factory capabilities.
• Plan OneLake integration, data engineering workflows, and security frameworks.
We migrate workloads in controlled phases and validate data, pipeline functionality, integrations, and performance throughout the transition.
• Automate ADF pipeline migration where compatible and refactor legacy ETL to native Fabric data engineering patterns.
• Validate data movement, transformations, performance, and trigger accuracy.
After migration, we optimize pipelines, improve performance, address remaining issues, and support ongoing scalability.
• Optimize Fabric pipelines and dataflows for execution speed and lower compute cost.
• Establish data governance and ongoing operational excellence for the modernized platform.
Your Dedicated Microsoft Fabric Migration Team
We don't just move your data.
We re-engineer your data platform for the AI era.
Migration Architecture
Design future-proof data lakehouse architectures on Microsoft Fabric aligned with business goals.
Automated Conversion
Accelerate migration with programmatic conversion of legacy ADF and SSIS pipelines to Fabric.
Unified Data Platform
Consolidate scattered data silos into a single source of truth on OneLake.
Performance Tuning
Optimize Spark notebooks and DirectLake BI models for sub-second query performance.
Governance & Security
Implement Purview data lineage, access controls, and sensitivity labels across your data estate.
Zero-Downtime Execution
Ensure seamless cutover with parallel runs, data parity validation, and CI/CD pipelines.
Trusted by Enterprise Teams
4.9 / 5
average rating
Based on 150+ client reviews
“We had a very positive experience working with Softree Technology. The developers were responsive and delivery was on time. We appreciate the attention they gave our project and their great communication. The final product was exactly what we wanted and we look forward to working with Softree in the future.”
Natasha Adams
Wicked Point LLC
Virginia
“Overall, we are satisfied with our collaboration in the past and your last action and response to our reported issue, really makes a difference.”
Arkady Fedorovtsjev
ECG Group
Netherlands
“SOFTREE staff worked with us to learn our installation automation technology and built exactly what we needed.”
Darrell Trimble
SP Marketplace
California
Frequently Asked Questions AboutADF to Microsoft Fabric Migration.
Find answers to common questions about migrating Azure Data Factory pipelines, Synapse SQL pools, and Power BI models to Microsoft Fabric.
Question Answer:
Microsoft Fabric unifies scattered analytics services into a single SaaS platform. Migrating from ADF allows you to eliminate data silos, leverage OneLake to stop data duplication, and dramatically improve Power BI performance through DirectLake mode without import refreshes.
Question Answer:
Yes, most ADF pipelines and data flows can be mapped and converted into Fabric Data Pipelines or Dataflows Gen2. Our migration tools and processes programmatically translate JSON pipeline definitions into native Fabric workloads to accelerate the migration.
Build faster with a reliable offshore engineering partner.
Partner with Softree to accelerate product delivery, modernize enterprise systems, and scale with confidence.
What we offer
Offices
Bengaluru
11th Floor, Prestige Tech Park, Platina 2 · Outer Ring Rd, Kadubeesanahalli · Bengaluru, Karnataka 560087, India
Cuttack
PLOT B6-1628, SECTOR-10, CDA · Cuttack, Odisha 753014 · India
San Francisco
San Francisco, CA 94108 · United States
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