Simple ETL and batch jobs don't need premium Spark clusters
40–70% of Databricks workloads are simple ETL and batch jobs that don't need premium Spark clusters.
Cut Databricks costs by upto 75%
AI-powered migration of Databricks workloads to any public or private cloud in weeks, not months — cutting costs up to 75% while giving you full code portability with zero vendor lock-in.
Own Your Pipelines, Choose Your Cloud
A coding agent that helps you build and ship with AI-powered BigHammer.
Easy AI Migration
Our AI agent autonomously discovers, translates, validates, and deploys your Databricks workloads to any destination — end-to-end, in weeks, with zero manual code rewrites.
360 Data Ops
Data quality, schema drift, latency, SLA monitoring. Self-healing Agent Ops monitors alerts, creates summaries and reports for you on autopilot — saving your stress.
Why
Migrate Now
Our AI agent autonomously discovers, translates, validates and deploys your Databricks workloads to any destination — end-to-end, in weeks, with zero manual code rewrites.
Learn MoreIf costs are ballooning and you are suddenly getting huge bills and spending far more than you meant to, let us show you how to fix that fast.
Why suffer with vendor lock-in? Move your workloads to the most efficient place — dramatically cutting costs.
Got a shortfall between your minimum spend agreement and your actual, real-world cloud infrastructure usage? Why face strict financial liability for the unused balance? BigHammer will stop that unconsumed cloud capacity and wasted capital.
Spending a lot on coding talent? Free up talent and coding resources by using our AI Agents to deal with mundane, repetitive tasks. BigHammer cuts 90% of manual work, smashes backlogs, and frees up teams to work on the important projects that innovate and really move the needle.
No Vendor Lock In
Don't get trapped by exponential TCO costs. Proprietary APIs, Delta Lake and Unity Catalog make exit painful. With our Agent Ops you are free to move workloads to other engines OR back to Databricks
Discover BigHammer's Intelligent Workload Routing
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Workload Analysis
Smarter data engineers move workloads to the most cost-effective location. Our AI Agents automatically analyse your workloads, identify which ones genuinely belong on Databricks and which ones could run more efficiently elsewhere.
Free up your resources
Learn MoreReduce bills. Lower Costs
Shocked by huge Databricks bills? Budget exhausted? Use your precious budget on high-value activities or simply save money. We can often reduce Databricks bills by up to 75%.
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Engine Selection Matrix
A technical breakdown of optimal compute engines based on ETL workload.
| Workload | Engine | Why |
|---|---|---|
| Small ETL <5 GB | DuckDB (embedded) | Eliminates cluster overhead, near-zero cost |
| Medium batch | Spark on K8s / On-Prem | Lower cost, retains full Spark scalability |
| Large distributed | EMR / Dataproc | Managed Spark, auto-scaling, pay-per-use |
| Advanced ML | Premium / Databricks | Justified for complex large-scale analytics |
Migrate in Weeks not Months
Our AI agent autonomously discovers, translates, validates and deploys your Databricks workloads to any destination — end-to-end, in weeks, with zero manual code rewrites.
Now you can migrate in weeks to the lowest possible cost engines.
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BigHammer.ai vs
Traditional Migration
Save both money and time with BigHammer's end-to-end AI data platform.
Traditional
- Manual code rewriting
- 6–12 month timelines
- High regression risk
- Static destination
- You're on your own after
- One-time event
BigHammer
- AI-driven autonomous translation
- Weeks to production
- Row-by-row validation
- Intelligent routing by data size
- 24/7 autonomous monitoring
- Continuous optimisation
Agent Ops
Don't run bicycle workloads on expensive Formula 1 infrastructure.
360 Observability
Experience unparalleled data quality, schema drift, latency and SLA monitoring.
Self Healing
Our AI Agents auto-fix issues with remediation, retries and failover routing.
Cost Governance
Track per-job costs with full transparency and anomaly detection.
Performance Tuning
Continuous optimisation based on actual usage patterns.
With BigHammer
you're in safe hands
Reduce costs with 24/7 AI Agents across your data stack to boost productivity.
More efficient data Engineering
AI Agents handle discovery, translation and validation automatically, so your engineers spend their time on high-value work instead of repetitive pipeline maintenance.
Get to Market faster
Migrate workloads and ship production-ready data products in weeks, not months — with zero manual code rewrites.
Reduce your TCO Ownership
Cut licensing, compute and maintenance costs across your data stack. We can often reduce Databricks bills by up to 75%.
Better Analytics
Continuous monitoring of data quality, schema drift and latency keeps your analytics accurate, governed and decision-ready.
Engine & Technology Agnostic
Route every workload to the most cost-effective engine — DuckDB, Spark, EMR or Databricks — with full portability and zero vendor lock-in.
Simplicity & Gain Clarity
One autonomous agent replaces a tangle of tools, giving you clear visibility into per-job cost and performance.
Take the leap forward
Helping data Engineers reduce bills
Reduce costs and free up time for innovation.
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