Product Tree Denormalization in Side Projects: Is It Really Necessary?
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?
73 posts found.
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?
API versioning is a challenge I frequently encounter in software architecture. In this post, I'll discuss different strategies, trade-offs, and my experiences.
Understanding the differences, advantages, disadvantages, and key considerations for making the right choice between eventual consistency and strong.
I share my experiences with the operational challenges and costs encountered when migrating from a monolithic application to a modular structure.
Choosing a software architecture determines a project's fate. I'll share my experiences with the trade-offs between monolithic, modular monolith, and.
I compare the performance, concurrency, backup, and resource consumption differences of SQLite and PostgreSQL in production environments based on my field.
A step-by-step guide on how small teams can practically and effectively implement zero-trust architecture. Core principles, tools...
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 compare API versioning strategies, specifically URI and Header-based approaches, using my own experiences. In which scenarios does each make more sense?
An in-depth look at why the shared schema approach in multi-tenant ERP systems is risky, complete with real-world examples and technical details.
Should you use URI or Header for version management in your APIs? A deep dive into the pros, cons, and real-world scenarios of both approaches.
I examine the shortcomings of ORM tools in large-scale projects, their performance bottlenecks, and alternative approaches with concrete examples.
Comparing API versioning strategies through URI and Header approaches. A pragmatic decision-making guide.
I share my personal experiences on the differences between monolith and modular architectures, the challenges of transitioning for indie hackers, and practical.
Fail-over discipline across Gemini, Groq, Cerebras in production AI: quotas deplete invisibly, silent decay degrades quality unnoticed.
A deep look at the long-term effects of database choices in system architecture and the scalability traps they create. The cost of bad decisions and…
Examine the challenges of database sharding decisions and possible architectural regrets through Mustafa Erbay's eyes. Technical depth and practical advice.
Treating configuration like a product: feature flags, parameter store, schema, approval flow, audit log, and rollback discipline.
An approach to building secure B2B file exchange using an object storage dropzone, short-lived access, and audit trails — instead of an SFTP bottleneck.
In distributed systems, badly designed retries make outages worse. An approach to limiting damage with timeout budgets, retry budgets, and backpressure.
A practical edge design guide that addresses routing, health signals, capacity, and attack scenarios together to see Anycast's real benefits.
An SSO broker design that unifies legacy SAML applications and modern OIDC services under a single identity policy — secure and operationally manageable.
An expand/contract approach for schema changes without downtime, plus backfill strategy, dual-write risks, and a rollback plan.
Choosing the right path for application classes via active probes that measure latency/jitter/loss; rapid diagnosis during degradation and a controlled…
When are sticky sessions essential and when are they technical debt for WebSocket, long TCP sessions and stateful applications? A decision matrix grounded…
ZTNA isn't just about inbound access. A practical approach to data leakage with egress (outbound) control, DLP signals and service-centric segmentation.
Treating Collector not just as an agent but as a central telemetry backbone for sampling, redaction, routing and multi-destination delivery.
Living through the failure in your head before going to production: pre-mortem cadence, a template, decision points, and operational leadership in practice.
Keeping production confidence while increasing deployment speed: a practical management cadence and team rhythm that combines DORA metrics with SRE signals.
Beyond installing Ceph: an architectural approach to failure domain, capacity, and recovery behavior so the cluster can actually heal during a fault.
A practical architecture guide that handles hub-spoke and Transit Gateway design together with security, route control, and operational observability.
An architectural, security-focused, and operational view of NTP/PTP for distributed systems where TLS, log correlation, and consistency depend on accurate time.
Hardening campus and data center backbones by encrypting L2 links with MACsec (802.1AE): design choices, risks, and operations.
Managing kernel security patches without reboot pressure: a live-patch approach, the risks, a ring strategy, and operational discipline.
When pool members appear 'UP' but traffic vanishes, combining active checks with passive signals to design failover that actually reflects reality.
A practical framework that treats vendor lock-in not as 'fear' but a manageable risk, tying the exit plan into technical design and operational processes.
A guide to taming the stampede (thundering herd) risk that can crush a backend after TTL expiry or a cache flush — using jitter, singleflight, and stale…
A field-applicable plan for rolling out IPv6 not just as 'an address' but together with DNS, security, observability, and operational reflexes.
How to keep architectural consistency while moving fast: short RFCs, clear ownership, time boxes, and a paper trail of decisions.
Hypotheses, blast radius and automatic rollback guardrails so resilience tests don't turn into blind risks in production.
Producing controlled loss instead of a random collapse when a system is under pressure: rate limits, queues, feature flags and prioritization.
A guide to running QoS not as a magic wand but as an operational discipline managed with end-to-end measurement and a real trust boundary.
Bringing reliable processing guarantees to message-based architectures with outbox, dedup keys, DLQ, and a replay runbook.
A practical framework to detect the queue, timeout, and retry loop that emerges when a connection pool clogs, and to intervene safely.
A transaction-shadowing approach for testing a new release inside critical ERP flows without producing live impact.
An architectural decision frame for rolling out patches across large platform fleets in controlled waves rather than in a single pass.
Explores the regional cell approach for ERP integrations to manage data sovereignty, latency, and blast radius.
An enterprise architecture approach that grows ERP integration flows through controlled rings rather than flipping the core in one shot.
A repeatable masking pipeline for ERP test environments that preserves realistic data behavior, keeps security intact, and is reproducible.
An enterprise architecture approach that places DNSSEC validation in a dedicated resolver layer to raise trust in name resolution.
A digital twin approach for seeing drift in firewall, routing, and segmentation rules without touching production.
An architectural approach to building an RPKI-based trust chain in enterprise networks to reduce BGP route leak and forged origin risks.
An architectural approach to managing privileged emergency access not through always-on permissions but via an auditable, short-lived control plane.
An approach that turns architectural dependencies from a static diagram into readable impact analysis available before changes.
An architectural approach focused on resilience and consistency that runs the integration layer active-active without straining the ERP core.
Architectural guide covering the quarantine account approach and its boundaries when isolating management services from production resources in a cloud…
A decision log approach that lifts architectural and operational choices out of personal memory and turns them into something a whole team can carry.
An architectural approach that protects the production transactional load while moving reporting and analytics queries onto a separate data surface.
An ERP approach that manages database schema changes through a reversible and observable migration pipeline, without amplifying outage risk.
An observability control room approach that gathers ERP-adjacent critical flows not into a single pane but into a single operational language.
A retry corridor that prevents repeated calls from producing data inconsistencies and improves resilience in ERP integrations.
A DNS architecture that separates the resolution flow per segment, reducing abuse risk, data exfiltration, and operational blind spots.
A cloud architecture approach that ties capacity decisions to service objectives rather than average utilization alone.
An architectural approach that converts ERP processes tied to nightly batch windows into event-driven and observable flows.
A central secret key distribution architecture that reduces the burden of secret handling across ERP integrations and batch flows.
An architectural roadmap for moving from layered bottleneck designs to an L3 Clos fabric in growing data center networks.
An architecture that manages telemetry cost and security through a central decision layer instead of scattered agents and pipelines.
An architectural approach that separates the control plane from the product lifecycle as platform teams scale shared services.
An integration contract approach that protects version, ownership, and change boundaries of services around the ERP.
A shared design approach that simplifies identity, authorization, and operational boundaries in multi-account cloud setups.
A framework for treating the DNS layer as a service routing and resilience control point, not just a name resolution service.
An integration DMZ approach for connecting ERP systems to external services in a secure and manageable way.
An architectural framework for the golden path approach so platform teams can deliver speed and standardization together.