Systech pairs DBShift™ migration automation with the Fivetran + dbt Labs platform — giving enterprise teams a faster, cleaner path from legacy ETL to modern, governed pipelines that autonomous AI agents can actually trust.

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5,000pipelines migrated in one month with DBShift™

90%automated conversion accuracy

80%reduction in migration time & cost

Global pharmaceutical enterprise · DBShift™ pipeline modernization · 2026

How It Works

Three layers. One AI-ready outcome.

Most modernization projects stall at the transformation layer. Systech, Fivetran, and dbt close that gap — from legacy migration through to governed, agent-ready pipelines.

01 · INGEST & MIGRATE DBShift™ + Fivetran

Move the sources, convert the logic

DBShift™ accelerates the conversion of legacy SQL, SSIS, Informatica, and other supported workloads into dbt-targeted models — reducing migration effort and enabling faster modernization — while Fivetran lands and continuously syncs your source systems into the warehouse.

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02 · TRANSFORM ON dbt Fusion · Semantic Layer · Catalog

Governed transformation, version-controlled

Systech stands up and optimizes your dbt project — the Fusion engine for speed and portability, the Semantic Layer for consistent metrics, and dbt Catalog for lineage, testing, and governance built in from day one. Our dbt delivery expertise spans Snowflake, Databricks, BigQuery, and Redshift.

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03 · ACTIVATE AgentBuild™ + dbt MCP

Trusted data your agents can act on

Governed dbt models — Semantic Layer definitions, lineage, and documentation — provide an agent-consumable data foundation through the dbt MCP server. Systech's AgentBuild™ builds production agents on top of that foundation: autonomous agents that don't just answer questions — they execute.

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What We Deliver

Two ways to engage

Systech brings two IP accelerators to every Fivetran + dbt engagement — one for migration, one for what comes after.

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Migration Accelerator

DBShift™ + dbt / Fivetran

For teams migrating legacy ETL — SQL Server, SSIS, Oracle, or Informatica — into dbt-managed pipelines. Our dbt delivery expertise spans Snowflake, Databricks, BigQuery, and Redshift. DBShift™ accelerates the conversion; Fivetran keeps the sources flowing.

No-Cost Offer — 4-week Legacy-to-dbt Migration Assessment. We map your legacy estate, score automation candidates with DBShift™, and hand you a dbt migration roadmap with cost and timeline.

SQL Server / SSISInformaticaOracleSnowflakeDatabricksBigQuery

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Operational AI Layer

AgentBuild™ on dbt

For dbt customers ready to move beyond static models — Systech turns your governed dbt data into an agent-consumable foundation via the dbt MCP server and Semantic Layer, then builds production agents on top with AgentBuild™.

Best fit for teams who have stabilized on dbt and are asking: what does AI-ready, agent-driven analytics actually look like in production?

dbt MCP ServerSemantic LayerGoverned AgentsAgentBuild™

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No-Cost Offer

Know exactly what your dbt migration will take — before you commit.

Most migrations stall because teams underestimate scope. DBShift™ profiles your entire legacy estate in four weeks and hands you the roadmap to go in with confidence.

4 Weeks · No Cost · No Commitment

Legacy-to-dbt Migration Assessment Sprint

An assessment and roadmap engagement — not implementation — that gives you a production-grounded plan for moving your legacy pipelines onto dbt.

DBShift™'s Profile agent runs a smart scan of your legacy environment — databases, ETL workflows, schemas, dependencies, and data volumes — and surfaces everything you need to plan a dbt migration that won't surprise you at go-live. You leave with a dbt-specific migration roadmap, automation scoring for your pipeline inventory, and a cost and timeline estimate grounded in your actual environment.

What you get

Full legacy estate inventory — databases, ETL tools, schemas, and pipeline dependencies mapped
Compatibility and complexity scoring for every object, flagging the highest automation candidates
AI-powered refactoring plan for complex SQL and ETL logic into dbt models
Target dbt architecture design — drawing on our delivery expertise across Snowflake, Databricks, BigQuery, and Redshift — Fusion-ready
Semantic Layer and governance strategy aligned to dbt Catalog
Fivetran source-ingestion mapping for the systems that feed your models
Migration roadmap with cost estimate, timeline, risk flags, and stated assumptions/dependencies

This engagement delivers an assessment and roadmap — implementation is scoped separately based on findings.

Proof point: a global pharmaceutical enterprise modernized 5,000 pipelines in one month with DBShift™ — 90% automated accuracy, 80% reduction in time and cost.

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Why dbt, Why Now

Governed data is the real AI prerequisite

Agents are only as trustworthy as the data beneath them. dbt has become the standard for AI-ready structured data — models, metrics, tests, and lineage unified in one governed layer, reachable by AI through the dbt MCP server.

That governed layer is what provides Systech's AgentBuild™ an agent-consumable foundation. We handle the migration and the modeling; dbt makes the data trustworthy; your agents reason on numbers that trace back to a definition.

1Fivetran ingestsSources landed & synced into the warehouse

2dbt governsModels, Semantic Layer, tests & lineage

3MCP exposesGoverned data made agent-consumable

4AgentBuild™ actsProduction agents that execute, not just answer

Systech Insights

Proof, not promise

Real delivery from our enterprise architects — grounded in migrations we've actually run.

Case Study · DBShift™

Migrating 5,000 pipelines to the cloud in one month

Manual migration was estimated at over a year. With DBShift™, Systech delivered it in four weeks — 90% accuracy, 80% less time and cost.

Pharma & life sciences · 5 min read Read the case study → Point of View

The hidden cost of legacy ETL

Aditya Gollapudi on why the real expense of aging pipelines hides in plain sight — and what modernizing the transformation layer unlocks.

Aditya Gollapudi · VP, Enterprise Architecture · 8 min read Read the article →

Coming Soon

[dbt / Fivetran asset — to add]

Reserve this slot for a dbt-specific webinar, joint POV, or customer story once one is published. No invented titles.

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Ready to modernize on dbt?

Claim a no-cost 4-week Assessment Sprint, or talk to a Systech migration architect about your specific legacy environment.

Claim a No-Cost Offer Learn About DBShift™