Scale Your Ops Without
Slowing Down

AI has changed the speed of development. Are your operations keeping up? With over 10+ years of experience managing operations teams and building observability systems from the ground up, I can help you keep moving fast without breaking things.

Top-rated coach on

Daniel Weinshenker - Tech Ops Guy

Don't Wait To Add Quality Before Things Break

Traditional methods of switching between roadmap velocity and tech debt paydown require more time and money to reach the same destination. Worse, the zig-zag between shipping features and fire-fighting creates costly context switches that drain engineering morale and productivity. By building quality incrementally, your customers never detect a visible slowdown in feature velocity, and your engineers stay in a steady, sustainable flow instead of whiplashing between build mode and fix mode.

Old Way

Add quality when things are starting to break

Teams ship fast early on, but as the codebase grows, tech debt accumulates. Eventually they're forced to stop and refactor, losing velocity. The cycle repeats with each growth phase.

My Approach

Build quality incrementally to keep accelerating

By introducing quality gates and automation early, teams avoid the stop-and-fix cycle. Continuous small improvements compound over time, so quality and velocity grow together.

How I Help You Scale

Drawing from experience operationalizing products at scale, I bring enterprise-grade practices to growing tech companies without the enterprise overhead. I can help you build these capabilities into your culture and stack, while you continue to move fast and stay lean.

Detection & Response

From smart alerting to fast incident resolution, build the detection and response capabilities that keep your systems reliable.

  • Proactive + Reactive Alerting
  • Incident Response Best Practices
  • Operational Dashboards & Observability

Deployment & Safety

Ship with confidence through automated pipelines, safety gates, and blast radius controls that catch issues before customers do.

  • CI/CD Automation
  • Pre/Post Deployment Tests
  • Regionalized Service Deployment
  • Blast Radius Control
  • Feature Flags
  • Canary Testing
  • Automated Rollbacks
  • Progressive Deployments

Culture & Process

Sustainable operations start with ownership culture and the right rituals. Build habits that scale with your team.

  • Build Customer Empathy
  • Establish Regular Operational Rituals
  • Post-mortem Reviews
  • Prioritizing Technical Debt

Agentic AI Engineering

Adopt AI coding agents and agentic workflows with the right guardrails, evaluation frameworks, and human-in-the-loop controls.

  • Spec-Driven Development Templates
  • Automated Code Reviews
  • Human-in-the-loop Best Practices

How We Can Work Together

Choose the approach that fits your needs and budget

Consulting

Embed within your team to produce an operational excellence health scorecard, typically 2-4 weeks.

Fractional

Provide hourly-based services to implement recommended changes from the health scorecard.

Retainer

Set number of hours per month for support and other extended services needed by your organization.

About Me

10+ years building and operating large-scale distributed systems. I've been in the trenches as an engineer, managed teams through 100+ high-severity incidents, and learned what it takes to build systems that don't wake you up at 3 AM.

LinkedIn
DigitalOcean

DigitalOcean

2022 - Present

Senior Engineering Manager

2025 - Present

Leading engineering strategy for the managed database platform.

Engineering Manager

2024 - 2025

Delivered major product launches including Managed Valkey, Scalable Storage, Storage Autoscaling, and RBAC.

Senior Software Engineer

2022 - 2024

Drove technical execution of a new Managed OpenSearch offering and improved CI/CD deployment success rates.

Achievements

99.9% -> 99.99% SLA30% YoY revenue growth42% incident reduction36% increase in CI/CD deployment success
Splunk

Splunk

2021 - 2022

Software Engineer III

2021 - 2022

Built internal observability infrastructure for all global teams. Designed a service for caching API responses from multiple clouds (AWS, GCP), reducing rate limiting errors.

Achievements

85% error reduction in rate limit errors
Microsoft

Microsoft

2017 - 2021

Software Engineer II

2019 - 2021

Bing Local Search team. Deployed ML models for metadata inference, improving recall while maintaining high accuracy

Software Engineer I

2017 - 2019

Built scalable ETL pipelines for processing location data at scale.

Achievements

23% recall improvement in metatdata coverage97%+ accuracy for global restaurant price inference

Technical Skills

Tools and technologies I use to build and operate reliable systems at scale.

Languages

Go
Go
C#
C#
Java
Java
Python
Python
Terraform
Terraform
JavaScript
JavaScript

Tools

Kubernetes
Kubernetes
Docker
Docker
React
React
Git
Git
Grafana
Grafana
Kafka
Kafka
Temporal
Temporal
gRPC
gRPC

Platforms

DigitalOcean
DigitalOcean
AWS
AWS
Azure
Azure
GitHub
GitHub
GitLab
GitLab

Databases

PostgreSQL
PostgreSQL
MySQL
MySQL
Prometheus
Prometheus
OpenSearch
OpenSearch
Elastic
Elastic
Redis
Redis
MongoDB
MongoDB

Ready to Scale Your Operations?

Let's talk about where your company is today, where you want to be, and how to get there without sacrificing speed or quality. Book a free discovery call to explore how we might work together.

What to expect on our call:

  • Discuss your current operational challenges
  • Identify quick wins and high-impact improvements
  • Explore engagement options that fit your needs

Book a Discovery Call

30 minutes to explore how I can help your team

Schedule Your Call

Click below to see available times and book a 30-minute discovery call.

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Common Questions

What size companies do you work with?

I focus on small and medium businesses, both tech startups who have found product-market fit and need to operationalize for growth as well as other businesses with software development needs who want to leverage best practices to move faster.

What's the typical engagement length?

Project-based work usually runs 2-4 months. Fractional engagements are ongoing, typically 2-3 days per week, with a minimum 3-month commitment.

Do you work remotely?

Yes, I work remotely with companies globally. I'm flexible on overlap hours to accommodate different time zones.

What if we're not sure what we need?

That's exactly what the discovery call is for. I'll ask questions, listen, and help identify where the biggest opportunities are. No commitment required.