--- title: 7 Techniques to Enhance Graph Data Ingestion with Python... description: This post discusses techniques to enhance graph data ingestion with Python in ArangoDB. It covers utilizing import_bulk with a batch size, leveraging Pandas... canonical: https://daily.dev/posts/7-techniques-to-enhance-graph-data-ingestion-with-python-in-arangodb-x2hdfv1bv twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: 7 Techniques to Enhance Graph Data Ingestion with Python in ArangoDB | daily.dev og:description: This post discusses techniques to enhance graph data ingestion with Python in ArangoDB. It covers utilizing import_bulk with a batch size, leveraging Pandas... og:url: https://daily.dev/posts/7-techniques-to-enhance-graph-data-ingestion-with-python-in-arangodb-x2hdfv1bv og:image: https://api.daily.dev/og/posts/X2hdfv1bv.png og:image:alt: 7 Techniques to Enhance Graph Data Ingestion with Python in ArangoDB og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # 7 Techniques to Enhance Graph Data Ingestion with Python in ArangoDB **[Towards AI](https://daily.dev/sources/tai)** · 4 min read · 1 upvotes · 0 comments ## Summary This post discusses techniques to enhance graph data ingestion with Python in ArangoDB. It covers utilizing import_bulk with a batch size, leveraging Pandas and import_bulk for relation creation, harnessing Batch API for streamlined relation queries, enhancing maximum memory map configuration, batch iteration through collections to mitigate timeout and reconnect issues, increasing timeout of ArangoDB client and TTL value for queries, and defining additional indexes. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#python](https://daily.dev/tags/python), [#architecture](https://daily.dev/tags/architecture), [#data-engineering](https://daily.dev/tags/data-engineering), [#arangodb](https://daily.dev/tags/arangodb) [View this post on daily.dev](https://daily.dev/posts/7-techniques-to-enhance-graph-data-ingestion-with-python-in-arangodb-x2hdfv1bv) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"7 Techniques to Enhance Graph Data Ingestion with Python in ArangoDB","url":"https://daily.dev/posts/7-techniques-to-enhance-graph-data-ingestion-with-python-in-arangodb-x2hdfv1bv","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/7-techniques-to-enhance-graph-data-ingestion-with-python-in-arangodb-x2hdfv1bv"},"datePublished":"2024-03-07T00:25:39.737Z","dateModified":"2024-05-09T07:55:57.971Z","description":"This post discusses techniques to enhance graph data ingestion with Python in ArangoDB. 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