Why Quants Choose Datatailr
Why Quants Choose Datatailr
Write Once, Run Anywhere:
Write Once, Run Anywhere:
Use a simple Python decorator to turn local code into a scalable cloud workflow.
Use a simple Python decorator to turn local code into a scalable cloud workflow.
one decorator · any scale
Zero-Migration Data Access:
Zero-Migration Data Access:
Connect to your data (Snowflake, S3, SQL) and run backtests in the matter of minutes
Connect to your data (Snowflake, S3, SQL) and run backtests in the matter of minutes
API access
Elastic Scale:
Elastic Scale:
Burst to 1,500 VMs for running intensive jobs and return to baseline automatically.
Burst to 1,500 VMs for running intensive jobs and return to baseline automatically.
burst to zero
Full Reproducibility:
Full Reproducibility:
Every run is fully logged, versioned, and reproducible, with built-in rollback and audit capabilities.
Every run is fully logged, versioned, and reproducible, with built-in rollback and audit capabilities.
versioned · auditable · rollback
Challenges and How Datatailr Solves Them
Challenges and How Datatailr Solves Them
Instant Research
Reproducible Runs
Unified Access
Actionable Insights
The Challenge
Waiting weeks for IT/DevOps to provision compute or deploy code at scale
Capability
On-demand access to pre-configured Python environments and data
Result
Immediate experimentation with the latest frameworks and packages

Instant Research
Reproducible Runs
Unified Access
Actionable Insights
The Challenge
Waiting weeks for IT/DevOps to provision compute or deploy code at scale
Capability
On-demand access to pre-configured Python environments and data
Result
Immediate experimentation with the latest frameworks and packages

Faster Research
Reproducible Runs
Unified Access
Actionable Insights
The Challenge
Waiting weeks for IT/DevOps to provision compute or deploy code at scale
Capability
On-demand access to pre-configured Python environments and data
Result
Immediate experimentation with the latest frameworks and packages

From Idea to Live Signals
From Idea to Live Signals
1
Instant onboarding
Login to a pre-loaded workspace with your packages and data permissions.
Login to a pre-loaded workspace with your packages and data permissions.
2
Research & backtesting
Write code and run massive parallel simulations on pre-warmed instances.
Write code and run massive parallel simulations on pre-warmed instances.
3
Secure promotion
Move your model to Pre and Prod with built-in approvals and expose signals directly via Dashboards, Services or Excel Add-ins.
Move your model to Pre and Prod with built-in approvals and expose signals directly via Dashboards, Services or Excel Add-ins.
Measurable outcomes
Measurable outcomes
100% Research Focus:
100% Research Focus:
No more waiting on infrastructure or managing cloud clusters.
No more waiting on infrastructure or managing cloud clusters.


Standardized Workflows:
Standardized Workflows:
Every piece of code is versioned, logged, and reproducible by default.
Python and Jupyter for research. Deploy apps and services in minutes.
Every piece of code is versioned, logged, and reproducible by default.
Zero Hurdles:
Zero Hurdles:
Move from research to production-grade services rapidly.
Code or no-code DAGs with built-in versioning and one-click rollback.
No YAML.
Move from research to production-grade services rapidly.


Scalable Output:
Scalable Output:
Run more workloads with zero manual infrastructure oversight.
Python and Jupyter for research. Deploy apps and services in minutes.
Run more workloads with zero manual infrastructure oversight.
What You Ship on Datatailr
What You Ship on Datatailr
Scalable Backtests:
Scalable Backtests:
High-throughput simulations spanning thousands of cores.
High-throughput simulations spanning thousands of cores.
Live Dashboards:
Live Dashboards:
Interactive dashboards for Portfolio Managers. Native support for streamlit, panel, voila, bokeh and many more frameworks.
Interactive dashboards for Portfolio Managers. Native support for streamlit, panel, voila, bokeh and many more frameworks.
Governed Excel Add-in:
Governed Excel Add-in:
Your models stay in Python. Your PMs stay in Excel. We handle everything in between.
Your models stay in Python. Your PMs stay in Excel. We handle everything in between.
Air-Gapped AI:
Air-Gapped AI:
Secure LLMs for code refactoring and signal generation inside your secure cloud account.
Secure LLMs for code refactoring and signal generation inside your secure cloud account.

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© 2025 Datatailr, Inc. All rights reserved. New York, NY, USA.
Useful Link
© 2025 Datatailr, Inc. All rights reserved. New York, NY, USA.
