Data Foundation | Build an AI-Ready Data Estate | Systech Solutions
Service 01 · Data Foundation

Your Data Estate,
AI-Ready.

Before any AI initiative can succeed, the data beneath it has to be right. Systech builds that foundation — migrated, governed, observed, and trusted — faster and at lower risk than any traditional path.

Get Your Data Mart in 4 Weeks → See How DBShift™ Works
7x
Faster Migration
with DBShift™
100%
Migration
Accuracy
70%
Cost Savings on
Pipeline Build
30K+
Projects
Delivered
The Problem We Solve

Most AI projects fail
before they start

Not because of the AI. Because of the data underneath it. Here's what we see in almost every enterprise we work with.

🗂️
Fragmented legacy data that no AI can reason over

Your LLMs, agents, and analytics are only as good as the data they consume. Legacy warehouses, siloed databases, and broken pipelines mean AI projects stall at proof of concept and never reach production. The foundation is missing.

⚠️
Pipelines that break invisibly

Downstream dashboards lie. Reports are stale. Business decisions get made on bad data before anyone notices. Manual pipelines create compounding invisible risk — and when they fail at scale, the cost is enormous.

🔀
No single source of truth

Finance has one number. Operations has another. Every team has their own version of the data. Without governed master data and clear ownership, your data estate becomes a liability — and no AI system can be trusted on top of it.

Six Capabilities

Everything your data estate needs.
Nothing it doesn't.

Six tightly integrated capabilities that build, govern, and sustain an AI-ready data foundation — from first migration to continuous observability.

01
🔄
Data Migration & Modernization

Move legacy databases, warehouses, and pipelines to Databricks, Snowflake, or Azure — with zero data loss, full auditability, and governance built in from day one.

DBShift™
02
⚙️
Data Pipeline Engineering

Build and automate production-grade data pipelines that are governed, documented, and maintainable — without tribal knowledge or manual intervention at scale.

aiDE™
03
🏛️
Master Data Management

Establish a single, trusted version of your critical business entities — customers, products, suppliers, locations — using Profisee on your platform of choice.

Profisee
04
🛡️
Data Governance & Quality

Define ownership, enforce data standards, and make quality a built-in property of every pipeline — not something you bolt on after a business incident.

Unity CatalogMicrosoft Purview
05
👁️
Data Observability

Know when something breaks before the business does. Monitor pipelines, detect anomalies, track lineage, and maintain continuous trust in your data estate.

aiDE™
06
🔮
Analytics & ML Platform

An end-to-end analytics and ML platform that covers the full data lifecycle — from preparation and modeling to deployment and management — built on the cloud provider of your choice.

Dopplr™
Systech IP

The tools that make
every engagement faster

Proprietary software built specifically for data foundation engagements — not generic tooling, not partner-licensed accelerators. Ours.

Tool
DBShift™

Agentic database migration engine that automates legacy-to-cloud transformation with 100% accuracy. Converts schemas, stored procedures, ETL pipelines, and SQL — across Databricks, Snowflake, Azure Synapse, and more.

7x faster than manual migration 100% migration accuracy Databricks · Snowflake · Azure · AWS
Explore DBShift™ →
Tool
aiDE

Agentic data pipeline engineering tool that auto-generates, tests, documents, and governs pipelines. Built inside WizarD™ — compressing 6-month pipeline builds into weeks with governance by design.

70% cost savings on pipeline build 6-month projects delivered in weeks Governance enforced automatically
Explore aiDE™ →
Platform
Dopplr

End-to-end data management, analytics, and machine learning platform. Covers the full lifecycle — prepare, model, deploy, and manage Analytics and AI — built on the cloud provider of your choice: AWS, Azure, or Databricks.

End-to-end analytics & ML lifecycle Built on AWS · Azure · Databricks 2x faster · 2x more cost-effective
Explore Dopplr™ →
DBShift™ Migration Accelerator · Limited Availability · No Cost

Your First Production-Ready
Data Mart in 4 Weeks

This isn't a consulting project — it's a product with guaranteed deliverables. We accept a limited number of these engagements because we guarantee the outcome. At the end of four weeks, you don't get a slideshow. You get a validated, working Data Mart in your environment.

8x Faster Code Conversion 70% Cost Reduction 90%+ Automation Accuracy
  • Production-ready Data Mart on your platform — up to 25 tables & 50 pipelines
  • GenAI-converted codebase — clean, optimized, documented, deployment-ready
  • Business Value & ROI Report — cost savings, performance gains, business value quantified
  • Enterprise Migration Roadmap — data-backed plan for your remaining legacy systems
Schedule a 15-Minute Scoping Call →

Available for Databricks, Snowflake, Azure, Tableau Next, DBT, and Coalesce. Limited slots — we qualify each engagement to ensure we can guarantee results.

Platform Coverage

Built for the platforms
you've already invested in

DBShift™ and aiDE™ are platform-native — we don't force a migration path. We work on whichever platform is right for your organization.

DBShift™ to Lakebase · Unity Catalog governance · Brickbuilder certified

DBShift™ to Snowflake · Cortex AI ready · Select Services Partner

Azure Synapse · Microsoft Fabric · Purview governance · Fabric Featured Partner

AWS data foundations · Glue · Redshift · Advanced Consulting Partner

Trusted by global enterprises
AMH
Pella
Diageo
Principal
K+N
Takeda
Iridium
TwinHealth
PacLife
TVS
AMH
Pella
Diageo
Principal
K+N
Takeda
Iridium
TwinHealth
PacLife
TVS
Proof of Work

Outcomes, not promises

Real engagements, real results — from insurance and financial services to manufacturing and UAE enterprise modernization.

Insurance · Financial Services
Modernized to Snowflake
Leading U.S. insurer automates data modernization with DBShift™ — migrating to Snowflake and DBT

A major insurance and financial services provider eliminated manual migration risk entirely. DBShift™ automated schema conversion, ETL migration, and stored procedure translation — delivering a governed Snowflake environment in a fraction of the time.

DBShift™
Read Case Study →
Manufacturing
Storage & Query Optimized
Leading window & door manufacturer enhances Databricks performance — storage, query speed, and pipeline efficiency

After migrating to Databricks, a leading manufacturer needed to optimize storage management and query performance at scale. Systech's data engineering team delivered measurable improvements across the entire data infrastructure.

Databricks · aiDE™
Read Case Study →
Financial Services · UAE
Real-Time Sync
UAE financial services provider achieves real-time legacy-to-cloud synchronization for seamless operations

A major UAE financial services provider specializing in money transfer, currency exchange, and payroll modernized its transaction systems — achieving real-time data synchronization with zero disruption to live operations.

DBShift™ · Cloud Migration
Read Case Study →
Manufacturing · Databricks
Legacy → Databricks
Cloud modernization with DBShift™ — automated migration to Databricks for a leading manufacturer

DBShift™ automated the full migration of legacy data workloads to Databricks — schema conversion, stored procedure translation, and ETL pipeline migration — delivering a governed, production-ready Lakehouse environment at a fraction of the manual effort and timeline.

DBShift™ · Databricks
Read Case Study →
View All Case Studies →
Related Insights

Thinking on Data Foundation

DBShift Whitepaper
Whitepaper
Accelerating Code Conversion with DBShift™ — A POC Experience
Oct 2025 Read →
Re-Architecting Whitepaper
Whitepaper
Re-Architecting Enterprise Data Platforms: A Technical Guide to Modernization
Dec 2024 Read →
ETL Article
Article
The Hidden Cost of ETL — Why Operational Apps Belong on the Lakehouse
Apr 2026 Read →
View All Whitepapers →
No-Cost Assessment · 4 Weeks

Ready to build your
AI-ready data foundation?

Systech's data architects will map your estate, identify what's blocking your AI initiatives, and deliver a clear roadmap — in four weeks, at no cost.

Book Your Assessment → See Our Databricks Work