I Spent a Decade Chasing Microservices Before Realizing What Scalability Actually Means
The author reflects on their decade-long pursuit of microservices and the misconceptions surrounding scalability. They emphasize that true scalability is not about adopting trendy technologies but understanding system bottlenecks. The article critiques common practices like splitting monoliths and using caching solutions, highlighting the importance of identifying and addressing the actual slow points in a system.
- ▪The author experienced a system collapse despite using modern technologies like Kubernetes and microservices.
- ▪They realized that scalability is about handling traffic smoothly, not just having a visually appealing architecture.
- ▪Splitting an application into microservices can introduce new problems rather than solving existing ones.
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Record
| Original publisher | DEV.to (Top) |
| Canonical URL | https://dev.to/jeevansrivastava/i-spent-a-decade-chasing-microservices-before-realizing-what-scalability-actually-means-2aj |
| Publication time | Sat, 30 May 2026 07:42:34 +0000 |
| Retrieval time | 2026-05-30T08:12:08.920Z |
| Last seen | 2026-05-30T08:12:08.920Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | ALbSfiyfXPRQ |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
try { if(localStorage) { let currentUser = localStorage.getItem('current_user'); if (currentUser) { currentUser = JSON.parse(currentUser); if (currentUser.id === 82312) { document.getElementById('article-show-container').classList.add('current-user-is-article-author'); } } } } catch (e) { console.error(e); } Jeevan Srivastava Posted on May 30 I Spent a Decade Chasing Microservices Before Realizing What Scalability Actually Means #scalability #systemdesignconcepts #microservices #developer A few years ago, I was staring at a red, blinking monitoring dashboard. The system I was looking at had all the modern shiny technology: Kubernetes, Redis, and a massive microservices setup. Yet, under just a normal spike in traffic, it completely collapsed.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at DEV.to (Top).
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