Most projects start with applications, data stores, vendor platforms, and cloud constraints already in place. We decide what to keep, connect, replace, or isolate by looking at the workflow, source of truth, failure behavior, recovery needs, and who will own the result.
Application work may use .NET, Python, Ruby, JavaScript, TypeScript, iOS, or Android for portals, dashboards, APIs, internal tools, and focused mobile workflows. The choice follows the users, domain rules, integration boundaries, and the team that will support it.
Explore web application engineeringOperational databases, Databricks, Snowflake, lakehouses, and warehouses serve different purposes. We assign clear roles for transaction state, ingestion, analysis, reporting, access, provenance, and recovery before selecting the architecture.
Explore data platformsGraphQL, REST, SOAP, Azure Logic Apps, scheduled jobs, queues, and message buses have different coupling, timing, retry, ordering, and replay behavior. We choose the pattern around the business handoff rather than a preferred connector.
Explore systems integrationSalesforce, Oracle NetSuite and custom RESTlets, SAP Fieldglass, and vendor APIs sit inside customer, finance, workforce, timesheet, approval, and reporting processes. We first establish which platform owns each record and how exceptions return to an operator.
Review enterprise integration workAzure, AWS, Google Cloud, Docker, self-hosted, and hybrid environments each change deployment, identity, observability, rollback, and recovery decisions. We design for portability when it improves operating fit and ownership.
Explore architecture and reliabilityOpen source packages, containers, self-hosting, versioning, documentation, upgrades, backups, restoration, and contribution boundaries determine whether software can be operated and evolved outside its original project team.
Explore open source and self-hostingThe decision should explain how the system will behave, how it will be changed, and how the receiving team will operate it—not simply which product is familiar.
Define the users, domain rules, system-of-record responsibilities, interfaces, and non-goals before choosing the product or framework.
Choose around integrity, timing, duplicates, retries, concurrency, reconciliation, replay, backfill, and recovery—not only the successful path.
Account for identity and access, secrets, observability, environment promotion, verification, rollback, restoration, and the people responsible for each action.
Consider team experience, licensing, portability, documentation, upgrade paths, replacement cost, and how architecture decisions will be revisited.
See the delivery approach