---
title: "ML Forecasting - Snowpack Data"
description: "Driver-based ML forecasts tailored to your business metrics"
url: https://snowpack-data.com/services/ml-forecasting
---

[Forecasting](https://snowpack-data.com/contact?service=custom-ml-forecasting)

# Build robust forecasting & ML solutions

We bring a wide variety of experience in machine learning and statistical modeling to solve unique forecasting challenges.

Most forecasting models fail because they're built on generic assumptions or use out-of-the-box tools that don't fit the problem. We develop custom models that leverage the right tools and technologies for the task at hand.

[Contact Us](https://snowpack-data.com/contact?service=custom-ml-forecasting) [Learn more](https://snowpack-data.com/services/ml-forecasting#features)

![Prophet Forecasting Model](https://snowpack-data.com/assets/img/prophet_forecast.jpg)

## Learn how we built a markov chain funnel forecast model to simulate daily conversion behavior

[Read our case study](https://snowpack-data.com/blog/forecasting-model-markov-chain)

## The big picture

Forecasting is more than a model

We don't just build models, we build and deploy production-ready forecasting systems that integrate with your stack. From data ingestion to transformation, modeling, deployment, and testing we handle the full ML lifecycle.

Data Ingestion

One of the biggest challenges to forecasting is often data ingestion. Ensuring that data is aggregated and available is fundamentally a data engineering problem.

Model Development

Our experience in a variety of different forecasting techniques allows us to recommend a solution that balances accuracy with robustness.

Performance Evaluation

Rigorous backtesting and validation to ensure model accuracy. We measure and report forecast error so you know exactly what to expect.

Production Deployment

Models deployed to your cloud environment with automated retraining pipelines so forecasts stay accurate as your business evolves.

Testing & Reporting

No system is expected to run perfectly forever. We focus on integrating acceptance tests and output reporting into all of our models to proactively flag the need for maintenance or improvement.

Documentation & Training

A project isn't complete until it's documented and offboarded. We place a high level of importance on thorough documentation and knowledge transfer as part of our work.

## Need forecasting expertise?

Let's discuss your forecasting challenges and build a custom solution together.

[Contact Us](https://snowpack-data.com/contact?service=custom-ml-forecasting) [Read our case study](https://snowpack-data.com/blog/forecasting-model-markov-chain)