Built for a Different Era
Legacy ETL tools were built for batch volumes and on-premise infrastructure-not today’s scale, speed, or real-time demands.
AI Agent Migrate -
Legacy to Modern Cloud in Weeks
Informatica. Ab Initio. SAS. Hadoop. Cloudera. Oracle. COBOL. Databricks. Snowflake. Autonomously discovered, converted, validated, and deployed to any compute engine.
"Legacy data platforms were built for a different era. They cannot scale to modern volumes, cannot run at modern speed, and cannot serve as a foundation for AI. Bolting an AI layer onto legacy infrastructure does not make it modern - it makes it more expensive. The only path forward is migration."
Why legacy platforms are
holding you back
Legacy infrastructure limits agility, increases costs, and creates hidden risks across your data ecosystem.
Vendor Lock-in & Dependency
Proprietary platforms lock business logic into closed ecosystems, driving costly upgrades, higher licensing, and unpredictable pricing.
40% of Logic Is Hidden
PERL, Shell scripts, parameter files, and tribal knowledge sit outside ETL tools, making migration scope difficult to uncover.
Runaway Cloud Costs
70% of Databricks and Snowflake workloads don’t need premium compute, while bills grow 40%+ annually.
AI Cannot Run on Legacy
AI agents, GenAI, and modern analytics need governed, scalable cloud-native foundations-not legacy infrastructure.
Aging Platforms, Rising Risk
Legacy platforms aging beyond vendor support increase security, compliance, and operational risks.
What our AI Agent Migrate Delivers
Agent Migrate is BigHammer’s autonomous AI agent purpose-built to handle the complete migration lifecycle -- from legacy discovery to cloud deployment -- without manual intervention at any stage.
Our Agent Discovers Your Full Estate
Agent Migrate connects directly to source platforms and scans every job, script, config, connection, and dependency. It produces a complete inventory with complexity scoring and a prioritized disposition map (Keep / Refactor / Retire / Migrate).
Our Agent Reconstructs Logic, Not Just Syntax
Agent Migrate uses BigHammer’s proprietary Context IQ engine to understand business intent at the semantic level and reconstruct it into an abstract, engine-agnostic pipeline model - preserving lineage, governance, and domain context.
Our Agent Validates Across Four Layers
Agent Migrate runs environment, code, data, and deployment testing automatically. Dual-run parity checks, row-level hash validation, canary deployments, and rollback verification - all confirmed before cutover.
Our Agent Deploys to Any Engine, Any Cloud
Agent Migrate deploys migrated pipelines to AWS EMR, GCP Dataproc, Azure HDInsight, Databricks, Snowflake, DuckDB, local Spark clusters, or Kubernetes -- your architecture, your choice, zero vendor lock-in.
- 100% Migration Success
- 90% Less Effort
- Up to 75% Cost Reduction
- Results in Weeks Not Months
Agent Migrate - Any Platform.
Any Cloud. Any Engine.
Legacy infrastructure limits agility, increases costs, and creates hidden risks across your data ecosystem.
Cost Savings By Platform
Lower data platform costs by migrating workloads, eliminating licensing, and optimizing compute infrastructure.
Databricks - Up to 75% Savings
70% of workloads do not need premium compute. Move to EMR, Dataproc, or local Spark. Consolidate spend under committed cloud use targets.
Snowflake - Migrate to DuckDB
Route analytical SQL to DuckDB for in-process execution at a fraction of the cost. Eliminate per-query credit consumption for lightweight workloads.
Informatica - Eliminate Licensing
Convert mappings, workflows, PERL/Shell scripts to Spark/PySpark autonomously. Eliminate legacy licensing costs. Automate ops via Agent DataOps.
Ab Initio - Open-Source Migration
Migrate nested graphs, conditional logic, and custom scripts to open-source Spark. Eliminate proprietary licensing. Compress timelines from years to months.
Hadoop / Cloudera - Decommission
Migrate MapReduce, Hive, Oozie, and Spark off aging Cloudera clusters. Move to cloud-native engines with zero rewrite. Eliminate on-premises infrastructure costs.
Oracle PL/SQL / SQL Server
Convert stored procedures, SQL scripts, and database-embedded logic to portable pipelines targeting DuckDB, Snowflake, BigQuery, or any cloud warehouse.
Traditional Migration Tools
vs Our AI Agent
Save both money and time with Big Hammers end-to-end Ai Data platform
Traditional Migration Tools
- Translate code to a specific target platform - replacing one lock-in with another
- 70-90% automation - remaining 10-30% requires costly manual rework
- Multiple separate products needed for assessment, migration, catalog, lineage, and validation
- Post-migration operations, monitoring, and cost optimization remain entirely manual and labor-intensive
- No AI context layer - conversion is syntax-level, not semantic
- Migration stops at cutover - no continuous improvement or optimization
BigHammer AI Agent Migrate
- Reconstructs logic into abstract, engine-agnostic model - deploy to any target, any cloud
- Up to 100% automation via Context IQ semantic understanding of business logic
- One autonomous agent handles discovery, conversion, validation, and deployment end to end
- Agent DataOps operates, monitors, and optimizes all pipelines after migration - continuously and autonomously
- Context IQ understands business intent, domain context, lineage - not just code syntax
- Continuous loop: Detect > Act > Improve > Re-assess > Optimize - every month
Technical Benefits
- Engine-agnostic output - write once, deploy to any compute engine
- Full data, code, environment, and deployment validation before cutover
- Automated lineage preservation and dependency mapping
- CI/CD-native deployment with canary runs and rollback
- Containerized execution (Docker/K8s) - zero proprietary runtime
- Built-in governance and compliance via Agent DataGov
Business Benefits
- Eliminate legacy licensing - decommission aging platforms entirely
- Reduce Databricks and Snowflake costs by up to 75%
- Unlock the AI roadmap - legacy cannot support AI agents or GenAI
- Consolidate cloud commitments stop double-paying across platforms
- Turn migration from cost center to value driver
- Deliver results in weeks, not months or years
Take the leap forward
Helping data Engineers reduce bills
Reduce Costs and Free up time for Innovation…
Book a Demo