API Versioning: Simplicity or Flexibility for the Developer?
I compare API versioning strategies based on my experiences: Should we prioritize simplicity or flexibility for developers? The trade-offs…
83 posts found.
I compare API versioning strategies based on my experiences: Should we prioritize simplicity or flexibility for developers? The trade-offs…
I examine the strategic choices made when balancing speed and security in CI/CD pipelines, and their real-world impacts.
I'm examining the product tree denormalization problem I encountered in my side projects and my pragmatic approach to it. Is it really always necessary?
I explore my personal trade-offs between speed and control when using ORMs in my side projects. When I choose ORM, when raw SQL, and why...
Find the balance between metrics and logs on your system observability journey. In which situations is each more effective? I analyze with my experience.
My personal experiences and lessons learned on practical methods, rapid response, and risk management strategies I apply when encountering Kernel CVEs.
We examine the pragmatic routine of those who are actually at the helm of real systems, rather than the 'LinkedIn engineers' who wake up at 5 AM and take cold.
What idempotency means in distributed systems, why it's critical, and the challenges I've faced in real-world projects, along with solution approaches and…
Examining the importance of app size in development processes from mobile, web, and backend perspectives; balancing functionality and optimization based on my.
As a solo developer, I analyze the hidden costs of clean code obsession and the balance of working code through my own experiences.
For independent developers integrating AI, understanding the true scope, cost, and pragmatic defense methods against the prompt injection threat…
I explain when and why I prefer the Eventual Consistency approach for my side projects, and the 3 criteria I consider when making this decision.
With 20 years of system and network experience, I examine why VLAN segmentation is no longer as essential as it used to be, in a practical and direct manner...
Why is idempotency necessary in distributed systems? In this post, I discuss the challenges I've faced in design, the associated costs, and my pragmatic.
I examine how important BGP truly is for indie hackers, when it's an unnecessary detail, and what you should focus on instead.
Examining the dilemma of perfect architecture versus working code, I share pragmatic ways for solo developers to escape over-engineering traps.
I explore methods for improving retrieval quality in Retrieval-Augmented Generation (RAG) systems, with concrete examples and cost analyses.
I'm delving into 3 different load balancing strategies I've used to ensure high availability in my own side projects or small-scale applications.
Managing software dependencies carries a continuous burden and security risk in today's software world. In this post, I explore the technical and financial.
Learn the impact of metric cardinality on system performance, its cost, and how to set it right in 4 steps. Explained through my own experiences.
I analyze the operational overhead of secret key rotation and the cost-effectiveness of automation. Real-world scenarios and trade-offs.
Reflecting on my own side projects, I share what I misunderstood about supply chain data flow management and why simpler approaches are often more efficient.
The allure of the offline-first approach in mobile applications, its real-world challenges, and the hidden costs it brings to developers, based on my own.
Learn practical ways to learn from mistakes and progress in your side projects. An experience-filled guide from Mustafa Erbay.
Exploring the meaning of eventual consistency in distributed systems and how it reflects in our lives and work methods, through my own experiences…
I examine the real-world advantages and disadvantages of running your own LLM locally in terms of cost, performance, and flexibility.
Improve developer quality of life by speeding up slow CI/CD processes. We examine 3 practical and concrete methods for build cache optimization.
Comparing API versioning strategies through URI and Header approaches. A pragmatic decision-making guide.
How I approach CI/CD as an indie hacker, the impact of unnecessary complexity on time and cost, and simple, effective solutions. My journey...
Learn 3 effective methods for managing dependency vulnerabilities in your software development processes with Mustafa Erbay's experience. Enhance CI/CD.
Why are retries in distributed systems inevitable? Practical approaches and life lessons learned from twenty years of experience.
I analyze the practical implications of MVCC, performance trade-offs, and real-world scenarios when choosing a database for indie hackers.
107 years ago one man stepped ashore at Samsun. No money, no plan, no army — just a decision. A short, sincere note on 19 May.
As an indie hacker, I discuss how I choose between Eventual and Strong Consistency for my systems, the trade-offs involved, and my real-world experiences.
Examining the hidden developer time costs of the Blue/Green deploy strategy and its implications.
I share my personal experiences on the differences between monolith and modular architectures, the challenges of transitioning for indie hackers, and practical.
Exploring secret rotation, a cornerstone of application security, and delving into my own principles of automation, lifecycle management, and seamless.
We examine why delaying responses to kernel security vulnerabilities can be costly with concrete examples. Read to understand the price of procrastination.
I examine the effects of build cache mechanisms on CI/CD times and, consequently, our daily workflow, looking at the differences between local and shared.
I share my experience with product tree issues in a manufacturing ERP, the reasons for denormalization, and how technical debt accumulates.
One VPS, fewer watts, less carbon. A 20-year engineer's pragmatic manifesto on why running lean isn't a green sticker — it's an architectural ethic.
I delve deep into the idempotency issues I encountered in an AI-powered pipeline, the resulting data loss, and my solution process. Real-world experiences and.
I'm sharing how I step-by-step resolved an unexpected error I encountered in an AI pipeline on a Sunday morning, and the lessons I learned from the process.
I'm sharing my experiences with hidden mistakes in AI projects that unknowingly consume time and resources, based on my own side project.
I detail the process that began with my VPS's swap usage suddenly spiking and the system crashing, including the kernel CVE patch and the steps I took to.
Swap usage on my VPS suddenly spiked. I detail the root cause, solution, and lessons learned from this issue that began with a kernel CVE patch.
A practical guide from Mustafa Erbay on detecting unseen dangers in your systems and taking proactive measures.
I share my experiences managing my own servers and its impact on the 'indie hacker' lifestyle and work-life balance.
I'm sharing a first-hand account of an unexpected crisis on my own server, the alerts that came in during a family dinner, and the debugging process that.
Hosting my projects on my own server isn't just a technical choice; it's a life philosophy. The time and effort I spend for the sake of control and.
The growing complexity of AI models drives engineers into the 'black box' problem. This piece explores the ethical, technical and professional weight of…
DevOps isn't only about tools — it's a deep cultural shift. Discover how old habits and silo mindsets resist this change.
Learn the hidden disasters a single 'magic number' can cause in your production processes — and how to avoid them.
A quiet danger that came with the rise of automation: the erosion of human trust and the growing skepticism toward automated systems. In this piece, we explore…
From an SRE perspective, we examine the long-term impact of stopgap fixes on systems and teams, and the unavoidable cost of technical debt.
Discover the frustration engineers face when trying to explain invisible risks to leadership or stakeholders, and the practical strategies to break through…
Discover the challenges of being the sole expert as a system administrator, the loneliness it brings, and strategies for coping with that burden. Work-life…
Look at silent drift — the gradual performance loss in ML models over time — from an SRE perspective. Learn detection, monitoring, and mitigation strategies.
Explore how, in critical moments of life, a single decision can drive an entire structure or system into disaster. On The Architect's Dilemma…
Look at the 'alarm fatigue' phenomenon — the mental exhaustion of constant notifications — and learn how to deal with it in the digital age.
Through an SRE's eyes, look at the 'Swap Storm' nightmare that paralyzes systems and causes sleepless nights — and how I made it through.
Learn how to untangle the hidden burden of undocumented systems you run into in your work or personal life. Step-by-step strategies and practical fixes for…
Learning from mistakes is a hard road. Look at the personal price tag behind post-mortem culture, the shift from blame to learning, and the individual…
A look at the hidden rate limiting problems that show up in production environments and how to solve them, from Mustafa Erbay's point of view.
Discover how unexpected failures are managed in distributed systems and how Chaos Engineering principles save lives in real-world scenarios.
Slow queries at the heart of monolithic applications are not just a technical problem — they cast a deep shadow over workflows and developer motivation…
Take a detailed look at the causes, consequences, and remedies for the hard-to-detect hidden IP conflicts that pop up in production environments.
Learn about the distributed lock deadlocks you encounter in microservice architectures and how to solve them, with Mustafa Erbay's guide. Hidden in production…
Explore the cognitive load that Eventual Consistency, a fundamental piece of distributed systems, places on engineers — and the strategies to manage it…
Take a guided look at the Thundering Herd problem behind unexpected bottlenecks in production processes — and the countermeasures Mustafa Erbay relies on…
Explore the toxic effects of Hero Engineer Syndrome in production environments and how to break out of the cycle, on Mustafa Erbay's blog.
Explore the battle critical-system architects fight with imposter syndrome and strategies to manage that inner war. Causes, effects, and ways forward.
We look at the potential human cost of Zero Trust security beyond its technical benefits — its effects on user experience and productivity. Overly strict…
How Chaos Engineering helps with panic management when unexpected issues hit cloud architectures, and how to handle the production-side earthquakes…
An in-depth look at the nature of intermittent errors in distributed systems, the stress they place on teams, and strategies for dealing with these 'ghosts'...
An exploration of the fear that comes with making the first change to a critical system and how automation makes the process easier.
An in-depth look, from Mustafa Erbay's perspective, at the production issues caused by hidden dependencies in distributed systems and the 'backfire battles'…
The benefits of automation are undeniable, yet confronting its overlooked shadows and battling its unexpected side effects matter just as much…
Examine the difficulties of achieving real-time data consistency in distributed systems, plus traps like the 'retry storm' that you need to avoid.
Learn the operational risks of depending on a single expert and how you can break free from this trap.
Learn how to put your leadership skills to work when an unexpected zero-day vulnerability triggers a team crisis in cybersecurity. Crisis management...
Strengthen your crisis management with effective communication strategies during operational crises and lessons drawn from the field.
A guide describing the hidden dependency problems faced in cloud-based microservice architectures and how to escape this hell.