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Comparisons and explainers from our engineers on data platforms, AI integration and open-source telephony.
Data · Comparison13 November 2026
Databricks vs Snowflake: which one fits your team
Databricks vs Snowflake compared by the people who build on both: where each is stronger, how the costs behave, and how to choose for your team.
Telephony · Comparison13 November 2026
Twilio alternatives: other APIs, or owning your telephony
The real Twilio alternatives fall into two groups: other communications APIs, and running your own telephony on Asterisk. How to tell which you need.
Telephony · Comparison13 November 2026
FreePBX vs 3CX: open source or licensed
FreePBX vs 3CX from engineers who install and migrate both: licensing, features, effort to run, and which suits your business.
Data · Comparison13 November 2026
ETL vs ELT: what changed and which to use
ETL vs ELT explained plainly: the difference is where the transformation happens, and that decides cost, speed and who can change the logic.
Data · Comparison13 November 2026
Microsoft Fabric vs Databricks: how to choose
Microsoft Fabric vs Databricks compared: an all-in-one Microsoft analytics suite against a multi-cloud engineering platform, and which suits your team.
AI · Comparison13 November 2026
RAG vs fine-tuning: which one your project needs
RAG vs fine-tuning explained for people deciding how to build: retrieval gives a model your knowledge, fine-tuning changes its behaviour.
Data · Explainer13 November 2026
Medallion architecture: bronze, silver and gold explained
Medallion architecture organises a lakehouse into bronze, silver and gold layers. What goes in each, why it works, and the mistakes that undo it.
AI · Explainer13 November 2026
AI governance: what it is and how to start
AI governance is how an organisation decides which AI it uses, on what data, under whose approval, and how it checks the results. A practical starting plan.
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