# Abacus Medicine

Published articles for Abacus Medicine.

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## How Abacus Medicine Built a Modern Data and AI Stack with Databricks and Monte Carlo

DevFeed: [How Abacus Medicine Built a Modern Data and AI Stack with Databricks and Monte Carlo](<https://devfeed.tech/articles/how-abacus-medicine-built-a-modern-data-and-ai-stack-with-databricks-and-monte-carlo-83036.md>)

Original publisher: [Read original article](<https://montecarlo.ai/blog-how-abacus-medicine-built-a-modern-data-and-ai-stack-with-databricks-and-monte-carlo>)

Author: Sydney Nielsen

Published: 2023-10-02T20:08:10Z

Content type: article

Language: en

Sources: [Monte Carlo](<https://devfeed.tech/sources/monte-carlo.md>)

Topics: [databricks](<https://devfeed.tech/topics/databricks.md>), [observability](<https://devfeed.tech/topics/observability.md>), [data-engineering](<https://devfeed.tech/topics/data-engineering.md>), [Data Quality](<https://devfeed.tech/topics/data-quality.md>), [build vs buy database solutions](<https://devfeed.tech/topics/build-vs-buy-database-solutions.md>), [product analytics](<https://devfeed.tech/topics/product-analytics.md>)

Tags: [abacus-medicine](<https://devfeed.tech/tags/abacus-medicine.md>), [analytics](<https://devfeed.tech/tags/analytics.md>), [case-studies](<https://devfeed.tech/tags/case-studies.md>), [cloud-platform](<https://devfeed.tech/tags/cloud-platform.md>), [compute-costs](<https://devfeed.tech/tags/compute-costs.md>), [costs](<https://devfeed.tech/tags/costs.md>), [data](<https://devfeed.tech/tags/data.md>), [data-incidents](<https://devfeed.tech/tags/data-incidents.md>), [data-observability](<https://devfeed.tech/tags/data-observability.md>), [databricks](<https://devfeed.tech/tags/databricks.md>), [modern-data](<https://devfeed.tech/tags/modern-data.md>), [observability](<https://devfeed.tech/tags/observability.md>), [scale](<https://devfeed.tech/tags/scale.md>), [team](<https://devfeed.tech/tags/team.md>)

### AI overview

Abacus Medicine migrated its data platform from on-premises infrastructure to a cloud stack built around Databricks, with Azure services, MLflow, Monte Carlo data observability, and Power BI. Its data team adopted a medallion architecture for self-service analytics and automated monitoring to detect data quality issues earlier. The article describes reported improvements in incident detection, reliability, and time spent on data troubleshooting, alongside plans to expand lineage and data ownership.

### Source excerpt

Learn how the data team at Abacus Medicine drives data observability at scale with Databricks and Monte Carlo.