The 17 Best Snowflake Competitors & Alternatives (in 2025)

TL;DR: Looking for Snowflake alternatives? The top options are AWS Redshift (AWS-native), BigQuery (serverless), and Databricks (data lakehouse). But if you need data transformation without warehouse complexity, Mammoth Analytics offers built-in warehouse capabilities with data prep for $19-4,990/year vs. Snowflake’s $25,000+ annual costs. Quick Comparison: Top Snowflake Alternatives Alternative Best For Starting Cost Setup Time […]

Data Governance: 15 Tools Worth Trying (in 2025)

TL;DR: Looking for data governance tools? Mammoth Analytics offers built-in governance with audit trails and data lineage for $19-4,990/year. Enterprise tools like Collibra cost $100,000+ but may be overkill. Here are the 15 best options compared. Quick Tool Comparison Tool Best For Starting Price Setup Time Key Strength Mammoth Analytics Teams wanting simple governance $19/month […]

What Is an ETL Pipeline? Guide, Tools, & Examples (2025)

TL;DR: An ETL pipeline automates extracting data from multiple sources, cleaning it up, and loading it somewhere useful for analysis. Traditional tools like Alteryx cost $5,000+ and require coding. Modern platforms like Mammoth let business users build enterprise-grade pipelines in 15 minutes for $19/month. What Is an ETL Pipeline? An ETL pipeline is your data’s […]