Data integration and ETL
Moving data between systems is the least glamorous part of analytics and the part that breaks most often. These posts cover the tools that do it, from ETL platforms and connectors to orchestration and governance, alongside hands-on pieces on the specific jobs people get stuck on: combining tables in Excel, or giving an AI agent a pipeline it can drive.
17 posts · page 1 of 2
- 7 min
A CLI Your Agent Can Drive
Command line tools are written for people: aligned columns, color, a prompt before anything destructive, an error in a sentence. Every one of those is a hazard for a program. mammoth-cli was built for both readers — deterministic output, no prompts off a terminal, stable error codes, and a mutation class on every command.
15 August 2026 - 7 min
Manual vs Automated Data Workflows
Data workflow automation is revolutionizing how businesses handle their information. Gone are the days of tedious manual data processing and time-consuming spreadsheet manipulation. Companies are now turning to automated solutions to streamline their data pipelines, boost efficiency, and make better decisions. But what exactly is data workflow automation, and how does it compare to traditional
27 July 2026 - 11 min
Data Pipeline Software: 8 Tools You Should Know (in 2026)
Most data pipeline tools are built for data engineers. They assume you know Python, understand DAGs, and have time to manage infrastructure. That works great if you have a dedicated data engineering team. It doesn't work if your analysts, finance team, or operations managers are the ones who actually need the data to move. This
13 April 2026 - 12 min
15 Best Data Wrangling Tools & Software (in 2026)
Struggling with messy data? We compared 15 data wrangling tools on ease of use, pricing, and scale. So you can find the right fit without needing an engineer.
16 March 2026 - 10 min
The 15 Best Data Transformation Tools & Software (in 2026)
We compared 15 data transformation tools on capability, pricing, and ease of use for business teams and data engineers. See which platforms are worth your time.
16 March 2026 - 15 min
The 12 Best Data Preparation Tools (in 2026)
The 12 best data preparation tools, compared for teams who don't want to write code or wait on data engineers. Includes pricing, features, and tradeoffs.
16 March 2026 - 8 min
Data Harmonization Tools: 7 Best in 2026 (Compared)
The best data harmonization tools, compared by capability, ease of use, and who they're built for. Includes free and enterprise options.
16 March 2026 - 12 min
How to Connect Snowflake to Excel: 4 Best Methods
Step-by-step instructions to connect Snowflake to Excel using ODBC, the Excelerator Add-In, Power Query, or Mammoth Analytics. Covers Windows and Mac.
5 March 2026 - 11 min
QuickBooks Consolidation Software: Multi-Entity Guide
Consolidate multiple QuickBooks companies automatically. Learn how finance teams save 20-40 hours per close and eliminate intercompany errors. Real examples.
3 November 2025 - 11 min
Data Orchestration: 11 Tools Worth Trying (In 2026)
Bottom line up front: If you have data engineers who write Python, use Airflow or Prefect. If you need business users to build workflows without IT, use Mammoth or Alteryx. The data orchestration market has exploded. What used to be a choice between Airflow and maybe two alternatives is now 50+ tools. Here's what matters:
6 October 2025 - 8 min
Financial Data Integration: Our Ultimate Guide (in 2026)
Here's a question: Why does closing your books take longer now than it did five years ago, even though you have "better" software? The answer is simple. Your financial data lives in more places than ever. QuickBooks handles accounting, Stripe processes payments, Expensify tracks expenses, and your ERP manages operations. Each system works great individually,
29 September 2025 - 8 min
Data Governance: 15 Tools Worth Trying (in 2026)
TL;DR: Looking for data governance tools? Mammoth Analytics offers built-in governance with audit trails and automatic pipeline version history, from a free plan up to Enterprise at $5,000+/month. Enterprise tools like Collibra cost $100,000+ but may be overkill. Here are the 15 best options compared. Quick Tool Comparison Top 15 Data Governance Tools 1. Mammoth Analytics Best for: Teams that want governance
25 September 2025
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