Jones Pavan

Engineering Leader | Platform Modernization | AI Integration | Scalable Team Execution

Engineering leader with a 20+ year track record of delivering at scale—modernizing platforms, embedding AI into financial systems, and leading globally distributed teams through complex transformations. I operate at the intersection of architecture, execution, and business impact.

  • Platform Modernization & Scale: Reduced incidents by 80% through microservices and DevEx improvements; rebuilt orchestration systems for 17M+ media assets.
  • AI Integration & Data Innovation: Embedded Vertex AI into SEC reporting workflows, automated footnotes and compliant financial report generation, and built Spark-based engines to detect anomalies in financial data.
  • Team Building & Global Execution: Led orgs of 100+ engineers across 3 continents, managed $10M+ budgets, and improved delivery velocity through org redesigns, CI/CD discipline, and stakeholder alignment.
California
AI & Data Science, Consumer FinTech, DTC (Direct-to-Consumer), FinTech Enterprise, Media & Entertainment, SaaS & B2B Marketplace
.NET CoreAPI-first architectureapigeeAWSAWS SQS/SNSAzureBusiness AlignmentCamundaCI/CDCloud Monitoring & LoggingCoachingCrew-AICustomer-Centric ExecutionDockerDomain-Driven Design (DDD)DynamoDBElasticsearchEnterprise Audit ReadinessEvent-Driven SystemsExecutive ReportingGDPRGitHub ActionsGoLangInfrastructure as Code (IaC)Internal ControlsJavaJavaScriptJenkinsKafkaKeycloakKubernetesLangChainLLM-enhanced reportingmicroservicesMongoDBNetflix ConductorOrganizational ScalingPostgresProcess OptimizationProgram ManagementReactRedisSalesforceSECSecurity & Risk ManagementSLO/SLA trackingSOASOXSpark Rules EngineSQL ServerStakeholder AlignmentTerraformVertex AIZuora

Articles by Jones Pavan

Build Alignment Before You Burn Out

Everything Feels Urgent At early-stage companies, everything feels urgent: shipping product, closing customers, raising money. In that environment, planning can feel like a luxury, or even a liability. In my...

Colin Belyea - How To Use Reddit To Scale Organic Growth For Your Startup.

How To Use Reddit To Scale Organic Growth For Your Startup

In this Mucker Growth Series session, Colin Belyea, founder of Karmic and an expert in Reddit organic growth, breaks down how Reddit has become one of the most influential discovery...

Sales Comp Kick Start: Keys to Getting It Right as You Begin to Build Your Sales Team

Webinar Recap featuring Donya Rose, Managing Principal from The Cygnal Group Sales compensation is one of the most critical aspects of building a successful sales organization. Many early-stage founders stumble...

Austin Tech Week 2025 Recap

Mucker Capital hosted two powerful days of programming during Austin Tech Week, bringing together founders, operators, and growth leaders to share real-world insights from the startup trenches. Across four sessions,...

LA Tech Week 2025 Day 3 Recap: AI Search – Wednesday Oct 15

After two packed days exploring AI startup building and go-to-market growth, Day 3 of LA Tech Week shifted focus to the evolving world of AI Search, how new AI technologies...

LA Tech Week 2025 Day 2 Recap: Startup Growth – Tuesday Oct 14

After a packed AI Building Day, we continued LA Tech Week with Startup Growth Day, a full schedule of sessions focused on go-to-market strategy, founder journeys, and scaling startups in...

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