01 / ENGINEERING CASEBOOK

Problem, action, outcome

The kind of work that comes through our queue every week — scoped the way we'd scope it for you.

These are representative scenarios built from the type of incidents we regularly handle, with client details anonymized or generalized — not published, named customer case studies. Ask us on a call for references.
TECHNICAL PUBLICATIONSignal → Root cause → Action → Validation → OutcomeRepresentative scenarios are intentionally generalized; published customer references can be discussed directly.
INTERNET↓ALB↓EC2 / RDScapacity · cost · recovery
AWS · Infrastructure optimization

Right-sizing an over-provisioned AWS footprint

FinTech platform — India
ProblemEC2 and RDS costs had crept up over a year with no one actively reviewing instance sizes or unused resources.
ActionAudited EC2/RDS utilization, right-sized oversized instances, cleaned up unattached EBS volumes and idle load balancers, and set a recurring monthly cost review.
OutcomeMeaningful monthly cost reduction with no change in application performance, plus a standing review cadence to prevent drift.
Reduced
Monthly spend
None observed
Performance regressions
Monthly
Review cadence set
12:41ALERT
12:44ENGINEER ASSIGNED
12:51ROOT CAUSE
13:08REMEDIATION
13:20VALIDATED
Linux · Production incident

Diagnosing an intermittent API outage under load

Healthcare application — 150+ servers
ProblemA clinical-records API intermittently timed out during peak hours, with no obvious single cause.
ActionCorrelated system metrics, application logs and network traces across the affected hosts; found a file-descriptor limit being hit under concurrent load.
OutcomeLimits raised and the service reconfigured to fail gracefully instead of hanging, eliminating the timeouts.
None reported
Recurrences since fix
<15 min
First response
Documented
Root cause
QUERY PLANorders / checkoutINDEX → REPLICA → VALIDATEperformance path
Database · Performance optimization

Fixing slow checkout queries during peak traffic

E-commerce platform — AWS
ProblemCheckout page load times spiked during sale traffic, traced to slow queries on the orders table.
ActionReviewed query plans, added targeted indexes, and moved a reporting query off the primary onto a read replica.
OutcomeCheckout query times dropped sharply and stayed stable through the next high-traffic event.
Faster
Query time
Stable
Through next peak
No outage
Service interruption
FINDINGRDP EXPOSEDREMEDIATE → VPN / MFA✓ VALIDATED
Windows · Security remediation

Closing exposed RDP access after a routine audit

SaaS platform — Windows infrastructure
ProblemA security review found RDP open to the public internet on two Windows servers, left over from a past migration.
ActionLocked RDP down to a VPN-only source, enforced MFA on admin accounts, and reviewed the rest of the security-group rules for similar drift.
OutcomeExposure closed with zero disruption to the team's normal access, and a quarterly access review put in place.
2 → 0
Exposed ports
No disruption
Team access
Quarterly
Reviews set
Nginx→Cache→PHP-FPM→Databaseedge → runtime → data
Web server · Nginx / Apache performance

Cutting page load time with caching and compression

Media / content platform — high-traffic site
ProblemA content-heavy site was serving every request uncached, with no gzip/Brotli compression, driving up both load time and bandwidth cost.
ActionConfigured reverse-proxy caching for static and semi-static content, enabled compression, and tuned keep-alive and worker settings for the traffic pattern.
OutcomePage load times dropped noticeably and origin server load fell, with no visible change for site visitors other than speed.
Faster
Page load time
Lower
Origin server load
No outage
Service interruption

Have something similar going on?

Tell us what you're seeing and we'll scope it the same way.

Talk to us