creating-data-lake-table — Create managed Iceberg tables using Amazon S3 Tables (s3tables API namespace) with automatic compaction and snapshot management.
database-optimizer — Optimizes database queries and improves performance across PostgreSQL and MySQL systems.
django-expert — Use when building Django web applications or REST APIs with Django REST Framework. py, or any Django project file.
dms-schema-conversion — Handles the full DMS Schema Conversion lifecycle including creating migration projects, converting database schemas to a target engine.
exporting-rds-to-s3 — Exports Amazon RDS or Aurora database snapshots to Amazon S3 in Apache Parquet format for analytics, backup, or data migration.
fullstack-guardian — Builds security-focused full-stack web applications by implementing integrated frontend and backend components with layered security at every level.
ingesting-into-data-lake — Import data into the AWS data lake from S3 files, local uploads, JDBC databases (Oracle, SQL Server, PostgreSQL, MySQL, RDS, Aurora), Amazon Redshift.
laravel-specialist — Build and configure Laravel 10+ applications, including creating Eloquent models and relationships, implementing Sanctum authentication.
managed-db-services — Configure DigitalOcean Managed MySQL, MongoDB, Valkey, Kafka, and OpenSearch for App Platform.
migrating-to-amazon-redshift — Guides an end-to-end data-warehouse migration to Amazon Redshift — discovery, schema/SQL/stored-procedure/macro/script conversion, data migration, validation.
postgres — Configure DigitalOcean Managed Postgres with bindable variables or schema isolation.
postgres-pro — Use when optimizing PostgreSQL queries, configuring replication, or implementing advanced database features.
rag-architect — Designs and implements production-grade RAG systems by chunking documents, generating embeddings, configuring vector stores, building hybrid search pipelines.
rds-db2 — Provisions, connects, migrates, and operates Amazon RDS for Db2.
rds-oracle — Diagnoses and resolves Amazon RDS for Oracle connectivity, authentication, networking, and driver troubleshooting.
rds-oss — Advises on Amazon RDS open-source engines (MySQL, MariaDB, PostgreSQL) for instance creation, upgrade planning, commitment pricing, proxy evaluation.
rds-sqlserver — Provides connectivity, authentication, and troubleshooting guidance for Amazon RDS for SQL Server.
redshift-guide — Amazon Redshift is NOT PostgreSQL — corrects PostgreSQL-derived LLM mistakes; covers Redshift-specific SQL, DDL, COPY/UNLOAD, system views, metadata discovery.
storing-and-querying-vectors — Store and query vector embeddings using Amazon S3 Vectors, a cost-effective long-term vector storage service with its own API namespace (s3vectors).
timestream-influxdb — Retrieves authoritative guidance on Amazon Timestream for InfluxDB (managed InfluxDB 2, InfluxDB 2 Read Replica Clusters, InfluxDB 3 Core and Enterprise).