Engineering Portfolio
Misbahuddin Mohammed
Senior Engineering Leader
11 years at Amazon building and scaling engineering organizations across AI/ML, data platforms, and logistics operations. From real-time ML pipelines to LLM-powered data infrastructure — leading teams, shipping products, and driving $45M+ in combined business impact.
By the numbers
Portfolio Impact
11 years of building systems, growing teams, and delivering measurable business outcomes across logistics, AI/ML, and data platforms.
Total portfolio impact
$0
M+Cost savings and revenue uplift across all products
Engineers grown
3 → 0
Across India, Dubai, and Mexico
Engineers promoted
0
With 12-month evidence-based promo cases
Product deployments
0
regionsIN · AU · SG · DXB · KSA · LATAM
Amazon tables served
0
K+By AMG metadata platform
Interviews conducted
0
+Across Amazon hiring initiatives
What I built
Engineering Portfolio
11+ years. 6 products. 3 continents.
DataOps Suite
LLM-powered data catalog, metadata generation, and PII obfuscation platform serving 203K+ internal tables.
$1.2M annual savings · 203K+ tables served
Heimdall (InboundIQ)
ML-driven dock door allocation engine that replaced all manual truck prioritization at fulfillment centers.
TAT 6.7 → 2.2 hours · P95 SLA met consistently
Delay Alert Dashboard
Real-time linehaul delay visibility and automated rescue planning across 6 global regions.
6 regions · 10-min refresh · replaced manual spreadsheets
LoFAT
GPS telemetry fraud detection for last-mile delivery — automated flagging of spoofing, ghost deliveries, and coordinated fraud.
$0.6M saved · 37 headcount hires eliminated
Daily Freight Tracker
Real-time freight scheduling visibility across 100+ fulfillment centers, replacing manual spreadsheets.
100+ FCs · 6 countries · real-time vs 30-min lag
Reactive Scheduling
Dynamic scheduling engine that optimized freight capacity allocation using demand forecasting and real-time signals.
$800K annual savings · 70% latency reduction
The journey
Career at Amazon
Building teams and products across logistics, operations, and AI/ML
Support Engineer
Corporate Logistics · Hyderabad
- R-Shiny scheduling tool replaced Excel — 60% efficiency gain, 80% error reduction
- 94% team productivity — 15% above Amazon average
Manager, Web Development & Automation
Corporate Logistics · Hyderabad
- Heimdall (TAT 6.7→2.2hr), LoFAT ($0.6M saved), 9 serverless products — 5M+ views
- Automated 42 processes saving 30,000+ man-hours annually
Senior Software Development Manager
Corporate Logistics · Hyderabad
- Scaled org 3→22 engineers across India, Dubai, Mexico — $43M+ combined impact
- Delivered Heimdall, DFT, Delay Alert Dashboard across 6 regions
Senior Software Development Manager
People Experience & Central Science · Seattle
- AMG adopted org-wide — 73.2% of 203K internal tables had no descriptions before
- $1.2M annual savings · 500 hrs/month manual curation eliminated
People first
Building teams, not just products
The work was never just technical. Building the org capable of doing the work was as important as the work itself.
3 → 22
Engineers grown
India · Dubai · Mexico
7
Promotions driven
12-month evidence-based cases
150+
Interviews conducted
Across own team and broader org
4.8 / 5
Connections score
Structured mentorship program
3 countries
Cross-geography
Operated across time zones
VP-level
Executive visibility
3-year roadmaps · VP Monthly Reviews
Hire for judgment, not just skill
In a distributed org, engineers make decisions independently. Interview rubric weighted ambiguous problem-solving over technical trivia.
Promotion from day one
Wrote down what the next level looked like for each engineer from week one. Collected evidence for 12 months — not 3 weeks before the cycle.
Make the problem visible before solving it
The catalog metadata UI was shipped deliberately to surface completeness as a metric — creating the pressure that funded the AMG initiative.
Structured debt, not invisible debt
When shipping with known gaps, documented them in the ORR with owners and dates before going live. Debt registered and paid — not hoped away.
Tools of the trade
Technical Toolkit
Cloud & Infrastructure
AI / ML
Data Engineering
Frontend & Web
Languages
Compliance & Security