Skip to content
Data ingestion for AI: Laptop displaying charts on circuit board.
Data Extraction Ingestion & ETL

What is Data Ingestion? Your Guide to Efficient AI
Cake Team Published 08/2025 18 minute read

Are your AI projects moving slower than you’d like? You have the talent and the ambition, but progress feels stalled. Before you look at your models or algorithms, look at your data pipeline’s front...

Featured Posts

Introducing Cake

Published 11/2024

Build vs. Buy Agentic RAG: How to Make the Right Call

Published 07/2025

What is MLOps? Your Guide to Streamlined AI

Published 01/1970

Machine Learning Platforms: A Practical Guide to Choosing

Published 06/2025

LLMOps Explained: Your Guide to Managing Large Language Models

Published 06/2025

SkyPilot and Slurm: Bridge HPC and Cloud for AI

Published 05/2025

AWS Cake vs. SageMaker: Which Is Better for AI?

Published 06/2025

All Cake News Case Studies MLOps Product
Databricks alternatives
AIOps

Top Databricks Alternatives for Modern AI Development in 2025

Cake Team

Databricks is a cloud-based data and AI platform designed to unify data engineering, data science, analytics, and machine learning workflows. Founded...

Published 08/25 6 minute read
Optimized MLOps pipeline for efficient machine learning workflows.
MLOps AIOps Machine Learning

MLOps Pipeline Optimization: A Complete Guide

Cake Team

Getting a machine learning model (ML) from a data scientist's laptop into a live production environment is often a slow, manual, and frustrating...

Published 08/25 18 minute read
Best open-source MLOps tools for building your ML stack.
Open Source MLOps AIOps Machine Learning

Your Guide to the Top Open-Source MLOps Tools

Cake Team

Find the best open-source MLOps tools for your team. Compare top options for experiment tracking, deployment, and monitoring to build a reliable ML...

Published 08/25 31 minute read
8 Vertex AI Alternatives for Your AI Projects
AIOps

8 Vertex AI Alternatives for Your AI Projects

Cake Team

Find the best Vertex AI alternatives for portability, compliance, and control. Compare top platforms to choose the right fit for your AI and ML...

Published 08/25 22 minute read
illustration of Cake's speed
Thought Leadership AIOps GenAI

Build Scalable GenAI Infrastructure in 48 Hours

Skyler Thomas

Build scalable GenAI infrastructure in just 48 hours. Get practical steps for secure, observable AI systems—no rewrites or vendor lock-in required.

Published 08/25 11 minute read
Carolyn Newmark on Creating Seamless AI Workflows
Open Source Thought Leadership AIOps GenAI

Carolyn Newmark on Creating Seamless AI Workflows

Carolyn Newmark

The release of OpenAI’s GPT-5 is a huge moment for generative AI, pushing the boundaries of what’s possible. For engineering teams, this is a call to...

Published 08/25 6 minute read
MLOps vs. DevOps: Gears and tech represent their interplay.
MLOps Machine Learning DevOps

MLOps vs DevOps: What's the Core Difference?

Cake Team

Your data science team just built a groundbreaking machine learning model. The potential is huge. But getting it from the lab into a live production...

Published 07/25 21 minute read
Building AI-powered SaaS solutions: Common challenges.
SaaS

The Top Challenges of Building AI-Powered SaaS

Cake Team

Learn the common challenges of building AI-powered SaaS solutions and get practical tips for creating secure, ethical, and user-friendly AI products.

Published 07/25 32 minute read
Custom AI SaaS solution development setup with dual monitors and keyboards.
SaaS

How to Build a Custom AI Solution for SaaS in 7 Steps

Cake Team

Learn how to build a custom AI solution for SaaS with practical steps, real-world examples, and tips for planning, development, and ongoing success.

Published 07/25 29 minute read

Previous

 5 6 7 8 9

Next