Backend performance & data access

Node & GraphQL API Modernization

Resolver and data-access improvements that reduced redundant work across campaign, budget and audience APIs.

Business problem

The challenge

N+1 queries, oversized selections, legacy service calls and unnecessary resolver work slowed product workflows.

Technical solution

Our approach

Request-aware GraphQL resolvers, batched/cached loaders and targeted database access.

  1. 01

    Find the bottlenecks

    Used Datadog and Grafana to investigate resolver timing and N+1 behavior. Reduced frontend field selections and unnecessary API requests.

  2. 02

    Reduce repeated work

    Replaced legacy SHAPI reads with DataLoaders, batched and cached related rows, invalidated caches after writes, simplified nested loops and parallelized independent operations.

  3. 03

    Query only what is needed

    Added pagination/filtering, selective database fields and GraphQL-selection-aware row/count queries. Migrated Sequelize models to TypeScript and hardened cross-advertiser record access.

Results & impact

Project outcomes

Resolver and data-access improvements that reduced redundant work across campaign, budget and audience APIs.

Up to 90%

Reported API performance improvement

Resume and project notes report the improvement across API modernization work.

Batched

Related-data access

Loaders reduce repeated database and downstream-service requests.

Visual assets

How the workflow fits together

Node & GraphQL API Modernization

flowchart TD
  A["Requested GraphQL fields"] --> B["Selection-aware resolvers"]
  B --> C["Batch and cache loaders"]
  C --> D["Targeted SQL or service calls"]
  D --> E["Requested results"]
01 Request-aware GraphQL resolvers, batched/cached loaders and targeted database access.

Tech stack

Technology and ownership.

Backend and frontend query optimization across GaryQL and its product consumers. Percentage outcomes are reported in the resume and project notes.

Node.jsTypeScriptGraphQLDataLoaderPostgreSQLSequelizeDatadogGrafana