Buy vs Build: The Real Cost of DIY Data Platforms

By Yury Zhuk on January 17, 2026 ยท 2 min read

Buy vs Build: The Real Cost of DIY Data Platforms

Photo by rupixen on Unsplash

You might be asking 'can we build it?' but the real question is 'should we?' A cost breakdown of building vs subscribing to managed platforms.

#engineering strategy

Self-hosted or platform? Buy or Build? Hereโ€™s my hot take ๐ŸŒถ๏ธ, having seen this scenario play out many times.

Feel free to debate me in the comments ๐Ÿ˜

Almost every tech leader says the same thing at some point:
โ€๐˜ž๐˜ฉ๐˜บ ๐˜ข๐˜ณ๐˜ฆ ๐˜ธ๐˜ฆ ๐˜ฑ๐˜ข๐˜บ๐˜ช๐˜ฏ๐˜จ ๐˜ง๐˜ฐ๐˜ณ ๐˜ต๐˜ฉ๐˜ช๐˜ด ๐˜ฆ๐˜ท๐˜ฆ๐˜ณ๐˜บ ๐˜ฎ๐˜ฐ๐˜ฏ๐˜ต๐˜ฉ? ๐˜ž๐˜ฆ ๐˜ค๐˜ฐ๐˜ถ๐˜ญ๐˜ฅ ๐˜ซ๐˜ถ๐˜ด๐˜ต ๐˜ฃ๐˜ถ๐˜ช๐˜ญ๐˜ฅ ๐˜ช๐˜ต ๐˜ฐ๐˜ถ๐˜ณ๐˜ด๐˜ฆ๐˜ญ๐˜ท๐˜ฆ๐˜ด.โ€

Most of the time, the real question isnโ€™t ๐—ฐ๐—ฎ๐—ป you build it. ๐Ÿ‘‰ The question is: ๐˜€๐—ต๐—ผ๐˜‚๐—น๐—ฑ ๐˜†๐—ผ๐˜‚?
Paying โ‚ฌ2000/month for Databricks or Snowflake feels expensive.

Meanwhile, if you DIY:

  • months of developer time
  • updates
  • monitoring
  • security
  • maintenance

300kโ‚ฌ across two years to recreate 60% of the functionality. ๐Ÿ˜ฑ

โŒ Bugs are yours
โŒ Downtime is yours
โŒ Security incidents are yours

Oops, your requirements changed, now itโ€™s outdated. Money in the bin. ๐Ÿ˜ณ

โ€œBut itโ€™s not as customizeable, flexible, sovereign, compliant as what we can build ourselves!โ€ Sure, but is it worth a 10x premium?

๐—” ๐—ณ๐—ฒ๐˜„ ๐˜€๐—ถ๐—บ๐—ฝ๐—น๐—ฒ ๐—พ๐˜‚๐—ฒ๐˜€๐˜๐—ถ๐—ผ๐—ป๐˜€ ๐˜๐—ผ ๐—ฎ๐˜€๐—ธ ๐˜†๐—ผ๐˜‚๐—ฟ ๐˜๐—ฒ๐—ฎ๐—บ:
โœ”๏ธ Is this ๐—ฐ๐—ผ๐—ฟ๐—ฒ to your competitive advantage?
โœ”๏ธ Is the ๐˜€๐˜‚๐—ฏ๐˜€๐—ฐ๐—ฟ๐—ถ๐—ฝ๐˜๐—ถ๐—ผ๐—ป ๐—ฐ๐—ผ๐˜€๐˜ higher than the ๐—ฟ๐—ฒ๐—ฎ๐—น build + maintenance cost?
โœ”๏ธ Do you have strict privacy, security, or regulatory constraints that a platform cannot meet?

If the answer is ๐—ป๐—ผ, just pay the subscription.

Of course thereโ€™s always nuance. Reevaluate once things start to grow!

Sometimes the smartest architecture decision is a credit card. ๐Ÿ˜Ž

๐—ฃ๐—ฆ Iโ€™ve worked with Spark for ~8 years, trust me, itโ€™s not something you want to be self-hosting unless you have to. Managed platforms all the way.

Some great resources:
https://humanitec.com/blog/build-vs-buy-internal-developer-platform-for-enterprise https://medium.com/insiderengineering/benchmarking-amazon-emr-vs-databricks-4c2f7d209d3d https://medium.com/claimsforce/lakehouse-databricks-vs-aws-emr-87e30c00b791

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