Your Alteryx Workflows
Are Mission-Critical.
Are They Protected?
Alteryx builds brilliant workflows. PyMigrate ensures they run everywhere — as Python, SQL, Spark, PySpark or dbt — in your warehouse of choice, so your business never depends on a single platform.
Integrations
Why PyMigrate Exists
We Love Alteryx.
That's Exactly Why You Need a Hedge.
This is not an anti-Alteryx play. Alteryx is phenomenal at building data workflows. But having all your business-critical processes locked into a single platform is a serious business continuity risk.
The Risk
Alteryx is running mission-critical workflows across your organisation. If Alteryx experiences an outage, a licensing change, or any disruption — your business operations halt with it. That's a single point of failure no compliance team should accept.
The Reality
It's in Alteryx's interests that you rely exclusively on them, but it's not in yours. Your most valuable data processes exist in a proprietary format that only runs in one place — and that's a concentration risk no business should carry unchecked.
The Hedge
PyMigrate twins your Alteryx workflows into open-format code — Python, SQL, Spark, PySpark or dbt — that runs in your warehouse of choice. Your Alteryx keeps running. Your business gains a safety net.
Workflow Twinning
Your Alteryx workflows, mirrored in open code. The original keeps running — the twin is your insurance policy, ready to execute independently in your warehouse of choice.
Benefits
Protect, Liberate, Accelerate
If you're using Snowflake, Databricks, Redshift or BigQuery — whether through Python, Spark, SQL or dbt — PyMigrate will unlock significant value for you.
Business Continuity
Hedge your Alteryx dependency. If Alteryx goes down, your workflows don't. Demonstrate resilience to auditors and regulators.
Open Format Liberation
Your workflows, in code you own. Run them in Snowflake, Databricks, BigQuery, Redshift, or anywhere your data lives.
Instant Conversion
1,000 workflows in a week. No disruption to your current Alteryx operations. Your team keeps working while we twin.
Compliance Ready
Demonstrate to auditors that your critical data processes aren't locked into a single vendor. Reduce concentration risk on paper.
Run Anywhere
On-prem or in the cloud. Your converted code runs on your infrastructure, your terms, your schedule.
Scalable & Future-Proof
Leverage the power of open-source code to handle growing data volumes. Transition at your own pace with vast community support.
The Validation Layer
Trust, But Verify.
Every Single Workflow.
Accuracy is non-negotiable. Our validation layer ensures that every converted workflow produces identical outputs to the original Alteryx workflow — before anything touches production.
Row-by-Row Comparison
Every output from the converted workflow is compared against the original Alteryx output, row by row, column by column.
Discrepancy Flagging
Any differences are flagged immediately with detailed reports showing exactly where and why outputs diverge.
Automated Test Suites
We generate automated test suites for each converted workflow, so your team can re-validate at any time.
Production Sign-Off
Nothing goes live without passing validation. Manual review is applied to anything our automated tools flag.
Industry-Leading Expertise
Our Team
Our team brings experience from running engineering teams in banks, working at Snowflake, dbt Labs, Fivetran, Alteryx and other modern data vendors. With over 70 years of combined experience in ETL and data engineering, this depth of expertise ensures that PyMigrate delivers reliable, production-grade conversions for your most critical workflows.
70+
Years Combined Experience
1,000
Workflows Per Week
~85%
Typical Cost Reduction
FAQs
Common
Questions
Everything you need to know about protecting your Alteryx workflows with PyMigrate.
No. We love Alteryx — it's a phenomenal tool for building data workflows. PyMigrate exists to give you a hedge: your workflows twinned in open code, ready to run independently. Think of it as insurance for your most critical data operations.
We convert your Alteryx workflows into equivalent open-format code (Python, SQL, Spark, PySpark or dbt) that produces identical outputs. Your Alteryx workflows keep running as normal — the twins are your backup, sitting in your warehouse of choice, ready to execute if needed.
Every converted workflow is tested against the original Alteryx output. We compare results row-by-row and flag any discrepancies before deployment. Mostly automated, and if our tool alerts us to anything unusual, we review and resolve it manually. Accuracy and trust in our output are critical to us.
We can convert 1,000 workflows per week. The assessment phase typically takes a few days, and the full process — from assessment through validation and deployment — can be completed in as little as two weeks for most estates.
No. We convert to Python, PySpark, Spark, SQL or dbt, as well as through several tools' APIs. You do need a post-conversion plan for ongoing maintenance. One of the many great things about Alteryx is that it's easy for business users. In many cases, you'll want somewhere with similar ease. Ask us about our own UI too.
Yes, though often with manual intervention. Custom macros are the hardest to automate, but our tool alerts us to anything that hasn't converted automatically. Worst case, we still save you significant time — the last mile may need manual attention.
While BCM protection is the primary value, the cost savings are a significant secondary benefit. Depending on how much you're looking to reduce your Alteryx footprint, we typically see a reduction of around 85% in licensing costs for the workflows that are fully transitioned.
Get In Touch
Protect Your Most
Critical Workflows
Schedule a personalised BCM assessment today. We'll map your Alteryx estate, identify your highest-risk workflows, and show you exactly how to hedge them.