Machine Learning

When AI Models Enter Healthcare, Lack of Reproducibility Becomes Expensive

Yoav Yetinson
January 22, 2026

Over the last few years, AI and machine learning have moved from research projects into the core of the medical industry. Models now influence diagnosis, treatment planning, surgical systems, and…

Iceberg REST Catalog Alternatives: Top Options & How to Choose The Best One For Your Team

Itai Gilo
January 19, 2026

Preparing data for AI projects is about more than fast storage or shiny new table formats – it all starts with selecting the right data catalog to anchor your entire…

lakeFS Top 10 Defining Product Milestones in 2025

Oz Katz
January 14, 2026

2025 was a defining year for lakeFS. Across open source and Enterprise editions, we shipped major capabilities that expanded lakeFS from a powerful data versioning layer into a control plane…

How CytoReason Streamlined Nextflow with lakeFS for Smarter Data Pipelines

Ron Poches
January 12, 2026

TL;DR CytoReason is a technology company transforming biopharma’s decision-making—from trial and error to data-driven—through its AI platform of computational disease models. Leveraging an extensive database of public and proprietary data,…

Building a Data Center of Excellence for Modern Data Teams

Einat Orr, PhD
January 4, 2026

Sooner or later, every data team will reach a point where things stop working – whether it’s due to team growth, changing business requirements, or advancing pipeline complexity. When facing…

Iceberg Tables Management: Processes, Challenges & Best Practices

Itai Gilo
December 17, 2025

We all love data lakes. They’re just perfect for storing massive volumes of structured, semi-structured, and unstructured data in native file formats. And they let us explore, refine, and analyze…

Metadata Quality: Types, Processes, and Best Practices

Tal Sofer
December 9, 2025

Data practitioners rarely need convincing to prioritize data quality – it’s already a top-of-mind concern for most. If data is messy, incomplete, or outdated, teams are basically flying blind. Gartner…

Git-Style Workflows for Multimodal AI Data Using Dremio and lakeFS

Alex Merced, Tal Sofer
December 8, 2025

This post recaps a comprehensive tutorial published by Alex Merced from Dremio and Tal Sofer from lakeFS, highlighting how version control transforms multimodal data management for AI teams. The Challenge:…

What is Multimodal Data? Benefits, Challenges & Best Practices

Tal Sofer
December 2, 2025

Multimodal data is nothing else than data gathered from several sources or formats, such as text, photos, audio, video, and sensor readings. What value does it bring to teams? It…

Introducing Metadata Search in lakeFS

Tal Sofer
November 25, 2025

Making Sense of Large-Scale Data Through Metadata Picture this: Your ML team needs to find all images labeled “defective” from Q3 production runs tagged by a specific annotation workflow to…

A Celebration of Shared Vision: lakeFS ???? DVC

Einat Orr, PhD
November 18, 2025

From Inspiration to Action When we were still dreaming up lakeFS, one of the projects that inspired us was DVC (Data Version Control). It was one of those moments when…

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