Buy vs Build: The Real Cost of DIY Data Platforms
By Yury Zhuk on January 17, 2026 ยท 2 min read
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.
Self-hosted or platform? Buy or Build? Hereโs my hot take ๐ถ๏ธ, having seen this scenario play out many times.
Feel free to debate me in the comments ๐
Almost every tech leader says the same thing at some point:
โ๐๐ฉ๐บ ๐ข๐ณ๐ฆ ๐ธ๐ฆ ๐ฑ๐ข๐บ๐ช๐ฏ๐จ ๐ง๐ฐ๐ณ ๐ต๐ฉ๐ช๐ด ๐ฆ๐ท๐ฆ๐ณ๐บ ๐ฎ๐ฐ๐ฏ๐ต๐ฉ?
๐๐ฆ ๐ค๐ฐ๐ถ๐ญ๐ฅ ๐ซ๐ถ๐ด๐ต ๐ฃ๐ถ๐ช๐ญ๐ฅ ๐ช๐ต ๐ฐ๐ถ๐ณ๐ด๐ฆ๐ญ๐ท๐ฆ๐ด.โ
Most of the time, the real question isnโt ๐ฐ๐ฎ๐ป you build it.
๐ The question is: ๐๐ต๐ผ๐๐น๐ฑ ๐๐ผ๐?
Paying โฌ2000/month for Databricks or Snowflake feels expensive.
Meanwhile, if you DIY:
- months of developer time
- updates
- monitoring
- security
- maintenance
300kโฌ across two years to recreate 60% of the functionality. ๐ฑ
โ Bugs are yours
โ Downtime is yours
โ Security incidents are yours
Oops, your requirements changed, now itโs outdated. Money in the bin. ๐ณ
โBut itโs not as customizeable, flexible, sovereign, compliant as what we can build ourselves!โ Sure, but is it worth a 10x premium?
๐ ๐ณ๐ฒ๐ ๐๐ถ๐บ๐ฝ๐น๐ฒ ๐พ๐๐ฒ๐๐๐ถ๐ผ๐ป๐ ๐๐ผ ๐ฎ๐๐ธ ๐๐ผ๐๐ฟ ๐๐ฒ๐ฎ๐บ:
โ๏ธ Is this ๐ฐ๐ผ๐ฟ๐ฒ to your competitive advantage?
โ๏ธ Is the ๐๐๐ฏ๐๐ฐ๐ฟ๐ถ๐ฝ๐๐ถ๐ผ๐ป ๐ฐ๐ผ๐๐ higher than the ๐ฟ๐ฒ๐ฎ๐น build + maintenance cost?
โ๏ธ Do you have strict privacy, security, or regulatory constraints that a platform cannot meet?
If the answer is ๐ป๐ผ, just pay the subscription.
Of course thereโs always nuance. Reevaluate once things start to grow!
Sometimes the smartest architecture decision is a credit card. ๐
๐ฃ๐ฆ Iโve worked with Spark for ~8 years, trust me, itโs 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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