{"enrichment":{"faq":[{"a":"managed-ingestion-service enables large-scale document ingestion through OSIS pipelines that connect S3 sources directly to OpenSearch domains or Serverless collections. You can upload pre-chunked JSONL files or raw PDFs; the service handles parsing, chunking, and indexing automatically with optional semantic enrichment including automatic embeddings.","q":"How to ingest documents into OpenSearch at scale?"},{"a":"managed-ingestion-service uses OpenSearch Ingestion Service (OSIS) pipelines as managed connectors between cloud storage and OpenSearch. Set up involves configuring a pipeline via YAML that specifies your S3 bucket as source, document processing options (PDF/DOCX extraction, chunking), and your target OpenSearch domain or Serverless collection as sink.","q":"What is an OSIS pipeline and how do I set one up?"},{"a":"Yes. managed-ingestion-service supports uploading raw PDF and DOCX files from S3 buckets to OpenSearch. The OSIS pipeline automatically extracts text, applies semantic enrichment, and indexes documents into your OpenSearch domain or Serverless collection without manual preprocessing.","q":"Can I upload PDF to Amazon OpenSearch from S3?"},{"a":"managed-ingestion-service can automatically apply semantic enrichment during ingestion, including automatic sparse embeddings and dense vector generation. This enrichment happens within the OSIS pipeline, transforming raw documents into searchable, semantically-aware indexed content ready for hybrid or vector search queries.","q":"How does managed-ingestion-service handle semantic enrichment?"},{"a":"managed-ingestion-service handles pre-chunked JSONL files and raw cloud documents in PDF and DOCX formats. JSONL chunks can be uploaded directly from S3 for immediate indexing, while raw PDFs and DOCX files are automatically extracted, parsed, and chunked before indexing into OpenSearch.","q":"What document formats does managed-ingestion-service support?"},{"a":"Yes. managed-ingestion-service simplifies migration by replacing local ingestion infrastructure with managed OSIS pipelines. Upload your documents to S3, configure the pipeline to point to your bucket and target OpenSearch domain or Serverless collection, and the service handles all cloud-based processing and indexing automatically.","q":"Can I migrate my local document workflow to managed-ingestion-service?"}],"shadow_tags":["cloud-ingestion","pipeline-orchestration","batch-processing","semantic-search-setup","serverless-indexing","document-extraction","iam-permissions","s3-integration","sparse-embeddings"],"summary_rewrite":"Scale document ingestion into Amazon OpenSearch using OSIS pipelines. Upload pre-chunked JSONL to S3 for indexing, or send raw PDFs to the cloud for automatic parsing and embedding. Supports both OpenSearch Service domains and Serverless collections."},"files":[{"bytes":14556,"path":"skills/opensearch-skills/cloud/managed-ingestion-service/SKILL.md","sha256":"3ff189a3d3bf5e16a9118946c111f3ae05b674ad245f9721e16a2898a87a9c11","url":"https://skillfed.io/files/opensearch-project/opensearch-agent-skills/managed-ingestion-service/264daa5a/SKILL.md"}],"id":"opensearch-project/opensearch-agent-skills/managed-ingestion-service","links":{"html":"https://skillfed.io/opensearch-project/opensearch-agent-skills/managed-ingestion-service","md":"https://skillfed.io/opensearch-project/opensearch-agent-skills/managed-ingestion-service.md","repo":"https://github.com/opensearch-project/opensearch-agent-skills"},"meta":{"agents_supported":[],"first_seen":"2026-07-28","forks":30,"language":"Python","last_updated":"2026-07-22","license":"Apache-2.0","name":"managed-ingestion-service","publisher":"opensearch-project","stars":37},"relations":{"similar":[{"id":"opensearch-project/opensearch-agent-skills/cloud"},{"id":"opensearch-project/opensearch-agent-skills/opensearch-launchpad"},{"id":"opensearch-project/opensearch-agent-skills/document-processing"},{"id":"opensearch-project/opensearch-agent-skills/aws-setup"},{"id":"opensearch-project/opensearch-agent-skills/opensearch-skills"},{"id":"aws/agent-toolkit-for-aws/amazon-opensearch-service"},{"id":"opensearch-project/opensearch-agent-skills/ingest"},{"id":"opensearch-project/opensearch-agent-skills/aoss-nextgen-provisioning"},{"id":"opensearch-project/opensearch-agent-skills/log-analytics"},{"id":"opensearch-project/opensearch-agent-skills/trace-analytics"}]},"slug":{"owner":"opensearch-project","repo":"opensearch-agent-skills","skill":"managed-ingestion-service"},"version":"264daa5a"}