Connect legacy sources
Ingest from SSIS, Talend, SAP, Informatica, Teradata, Oracle Data Integrator and Access Cloud in minutes — no manual mapping.
Data Pipeline Modernisation
Modernise your data pipelines without rewriting them by hand.
LogicLift extracts, translates, and deploys legacy ETL logic to Databricks, Microsoft Fabric, dbt, DuckDB, pandas and Polars — with deterministic rules, agentic AI specialists, full auditability and parity testing.
No credit card required · Free 14-day trial
How LogicLift works
Translate with AI + rules
Choose the legacy compiler or the agentic pipeline. Specialist agents and deterministic rules convert business logic to Spark SQL, dbt, DuckDB, pandas and Polars.
Deploy to modern targets
Publish to Microsoft Fabric, Databricks, Airflow, dbt, DuckDB, pandas and Polars with built-in parity tests.
Escape the migration trap
Traditional migrations bleed budget and time. LogicLift replaces manual handoffs with automated, auditable pipelines.
Status Quo
Months of manual mapping.
Relying on contractors to manually decode SSIS and Talend logic takes months and introduces human error.
LogicLift Solution
Legacy Compiler or Agentic Specialists.
Use the deterministic 4-tier compiler for established sources, or choose the agentic pipeline where specialist agents parse the export into a Universal Migration Spec and generate idiomatic code for Fabric, Databricks, dbt, DuckDB, pandas and Polars.
Status Quo
Months of manual mapping.
Relying on contractors to manually decode SSIS and Talend logic takes months and introduces human error.
LogicLift Solution
Legacy Compiler or Agentic Specialists.
Use the deterministic 4-tier compiler for established sources, or choose the agentic pipeline where specialist agents parse the export into a Universal Migration Spec and generate idiomatic code for Fabric, Databricks, dbt, DuckDB, pandas and Polars.
Status Quo
High-risk, black-box testing.
Testing requires dedicated QA teams writing manual SQL scripts, often catching critical parity errors too late in the release cycle.
LogicLift Solution
Automated Parity + HITL Spec/Code Review.
Inspect the generated DAG visually. LogicLift surfaces unresolved nodes for spec review and TODO placeholders for code review, then generates synthetic boundary data and parity tests to mathematically guarantee exact data replication.
Status Quo
Fragmented handoffs.
Bridging the gap between the translated code and the final orchestration environment requires another lengthy integration project.
LogicLift Solution
Production-Ready Output.
LogicLift packages Fabric notebooks, Databricks workflows, Airflow DAGs, DuckDB/pandas/Polars scripts, dbt projects, and executive audit reports for immediate deployment.
From legacy ETL to modern cloud targets
Real screenshots from live migrations running in LogicLift. No mockups.
Create the migration
Select Talend as the source system, Microsoft Fabric as the target, and the engine mode. LogicLift configures the extraction and translation pipeline automatically.
1 / 8
Built for the hardest migration workloads
Other data-integration tools move your data. LogicLift moves your logic — business rules, transforms, and orchestration from legacy platforms to the cloud.
Legacy ETL Modernization
SSIS · Talend · Informatica · ODI · Access Cloud
The challenge
Decades-old ETL pipelines are undocumented, brittle, and expensive to maintain. Manual rewrites stretch 6–18 months and rely on scarce specialists.
How LogicLift solves it
- Ingest legacy artifacts (XML, .item, .dtsx, SQL, JSON) in minutes
- Choose the legacy compiler or the agentic specialist pipeline
- Translate into PySpark, Fabric notebooks, dbt, DuckDB, pandas or Polars
- Automated parity tests and synthetic boundary data
- Export production-ready Airflow DAGs and Databricks workflows
60–80%Typical rewrite time saved
90%+Manual mapping eliminated
Legacy ETL Modernization
SSIS · Talend · Informatica · ODI · Access Cloud
Decades-old ETL pipelines are undocumented, brittle, and expensive to maintain. Manual rewrites stretch 6–18 months and rely on scarce specialists.
- Ingest legacy artifacts (XML, .item, .dtsx, SQL, JSON) in minutes
- Choose the legacy compiler or the agentic specialist pipeline
- Translate into PySpark, Fabric notebooks, dbt, DuckDB, pandas or Polars
- Automated parity tests and synthetic boundary data
- Export production-ready Airflow DAGs and Databricks workflows
60–80%Typical rewrite time saved
90%+Manual mapping eliminated
SAP S/4HANA & ECC Migration
ABAP · BKPF · BSEG · Finance logic
Business rules locked in custom ABAP routines and CO/FI tables are the highest-risk part of any SAP migration. Rebuilding them by hand causes go-live delays and audit failures.
- Extract DDL and ABAP routines from ECC FI archives
- Translate currency revaluation, allocations, and validation rules
- Preserve lineage with HITL review and audit reports
- Generate dbt marts with schema.yml documentation
100%ABAP logic retained
Auto-generatedAudit-ready reports
Data-Centre Exit & Cloud Lift
Teradata · On-prem warehouses · Mainframe offload
Moving off legacy warehouses means translating procedural SQL and BTEQ into cloud-native code. Consultants charge £10k–£50k per pipeline.
- Parse Teradata BTEQ and procedural SQL scripts
- Convert business logic to ANSI SQL/dbt or Spark
- Validate row-level parity with synthetic and real data
- Package runbooks for safe cutover
↓ 70%Cost per pipeline
Mathematically verifiedData parity
Lakehouse & dbt Adoption
Databricks · Fabric · DuckDB · dbt (Spark, Snowflake, BigQuery, Databricks)
Teams want modern medallion architectures, but rewriting legacy transforms into dbt models stalls data-mesh initiatives.
- Transform legacy ETL into staging, intermediate, and mart models
- Auto-generate schema.yml and dbt tests
- Generate native Fabric notebooks, Databricks jobs, DuckDB scripts or pandas/Polars pipelines
- Optimize DAGs by merging common expressions and pruning dead branches
- Keep human review checkpoints for regulated changes
End-to-enddbt models generated
Auto-detectedDead code removed
Migration savings estimator
Manual rewrite cost£600,000
LogicLift (1 year)£59,988
Estimated savings£540,012
Engineering months saved25
Based on industry averages from public consultancy rate benchmarks. Actual savings depend on pipeline complexity, in-house rates, and existing cloud commitments.
Connect your legacy stack to the cloud
Ingest from the ETL and database platforms you already run today. Publish to the modern warehouses, orchestrators, and analytics tools you want tomorrow.
Source systems
SSIS
Talend
SAP ECC FI
Informatica
Oracle Data Integrator
Teradata
Access Cloud
Modern targets
Databricks
dbt
Microsoft Fabric
Apache Airflow
DuckDB
pandas
Polars
New adapters are added continuously. Have a platform not listed? Request a connector.
Predictable pricing for logic migration
Legacy migration usually means six-figure consultancy bills or row-based ELT tools that still leave you rebuilding transforms by hand. LogicLift charges by the outcome: migrated, tested, production-ready pipelines.
Starter
Free14-day trial, no card required
Evaluate LogicLift on a single migration before committing.
- 1 migration project, 3 jobs
- SSIS, Talend, SAP ECC FI, Access Cloud ingest
- dbt, Databricks, Fabric, DuckDB, pandas, Polars export
- Legacy compiler or agentic pipeline
- Human-in-the-loop review
- Email support
- Unlimited users
- SSO & audit reports
Most popular
Growth
£4,999/month, billed annually
For teams modernising a portfolio of legacy pipelines.
- Unlimited migration projects
- All source & target connectors
- Live LLM translation (BYO key)
- Parity tests & synthetic data
- Airflow DAG, Fabric notebook, DuckDB, pandas, Polars export
- Priority Slack support
- Unlimited users
- SSO & audit reports
Enterprise
CustomAnnual contract
Regulated environments with dedicated migration support.
- Everything in Growth
- Private cloud / VPC deploy
- Custom adapter development
- Executive audit reports
- SSO, SCIM & audit logs
- 99.9% uptime SLA
- Dedicated success engineer
- Quarterly business reviews
Prices exclude VAT where applicable.
Why LogicLift vs. manual rewrite or row-based ELT?
Estimate the total first-year cost for 50 legacy pipelines. Row-based ELT tools only move data — you still rebuild transforms manually. LogicLift moves the logic itself.
Manual rewrite£600,00080 hrs × £150 × 50 pipelines
Row-based ELT + manual rebuild£100,000~£2k/pipeline/year connectors + rebuild hours
LogicLift Growth£59,988Save £540,012 vs. manual
ELT estimate assumes standard connectors plus the engineering hours still required to rebuild business logic. Manual rewrite assumes external consultancy rates.
Ready to modernize your data stack?
Join teams moving from legacy ETL to cloud-native pipelines with full parity, auditability, and confidence.
Get Started Free