Prev Next

Web / Apache Solr Interview questions

How do you troubleshoot OutOfMemory errors in a Solr node?

Solr OOM errors almost always trace back to heap being consumed faster than the JVM can reclaim it, and the fix depends on identifying which consumer is responsible before blindly raising heap size.

  1. Capture a heap dump at the time of the crash (-XX:+HeapDumpOnOutOfMemoryError) and inspect it with a tool like Eclipse MAT to see what's actually holding memory - this turns guessing into evidence.
  2. Check for missing docValues on fields used in sort/facet/group - the resulting uninverted field cache is one of the most common OOM causes on large collections.
  3. Review cache sizing in solrconfig.xml - an oversized filter cache or query result cache, especially with a high autowarmCount, can consume large amounts of heap, particularly with many distinct filter combinations.
  4. Look at deep pagination and huge boolean/wildcard queries - both can force large intermediate result sets to be held in memory.
  5. Check GC logs for long pauses or a sawtooth pattern that never returns to baseline, which points to a memory leak rather than legitimate load.

Only after ruling out these causes does simply increasing -Xmx make sense - raising heap without fixing an underlying leak or missing docValues just delays the same crash under slightly higher load, and can make GC pauses worse in the meantime.

What is the recommended first step to understand what's actually consuming heap during an OOM?
Why might simply raising -Xmx without further investigation be a poor fix?

More Related questions...

What is Apache Solr? What are the types of fields in Solr? What is a Solr core? What is a Solr collection? What is SolrCloud? What is the purpose of solrconfig.xml? What is the purpose of managed-schema in Solr? Define analyzer in Solr? Describe tokenizer in Solr? What is a filter in the Solr analysis chain? What is an inverted index in Solr? How do you connect to Solr using SolrJ? List the ways to import data into Solr? What is the DataImportHandler in Solr? What are the types of Solr request handlers? How do you apply faceting in a Solr query? What is highlighting in Solr search results? What is the purpose of a query parser in Solr? What is the difference between stored and indexed fields in Solr? What is the difference between the standard query parser and DisMax? What is the difference between DisMax and eDisMax query parsers? What is the difference between q and fq parameters in Solr? What is the difference between soft commit and hard commit? Why is SolrCloud preferred over standalone Solr for production? How does Solr replication work in standalone (master-slave) mode? How does ZooKeeper coordinate a SolrCloud cluster? Why is leader election necessary in SolrCloud shards? What is the difference between NRT, TLOG, and PULL replicas in SolrCloud? When would you choose sharding over replication in SolrCloud? How does Solr handle distributed search across shards? Explain the execution flow of a Solr search request? Explain the lifecycle of a document from indexing to searchability in Solr? Why doesn't Solr return newly indexed documents without a commit? How do you troubleshoot slow Solr queries? How can you optimize indexing throughput in Solr? Explain the internal working of Solr's caching layers? How do you optimize faceted search performance on large collections? What happens when a Solr shard leader goes down? Which is better for autocomplete, EdgeNGram or the Suggester component, and why? How does Solr handle deep pagination, and why is cursorMark recommended over start/rows? Explain the execution flow of an atomic update in Solr? Why should you use docValues for sorting and faceting fields? How do you troubleshoot OutOfMemory errors in a Solr node? What is the difference between Solr's standard scoring and function queries? How does SolrCloud handle a split-brain or network partition scenario? Explain the internal working of Lucene segment merging in Solr? When should you use a custom similarity or scoring function in Solr? How do you optimize Solr for high-throughput near real-time indexing? What is the difference between Apache Solr and Elasticsearch? How do you secure a SolrCloud cluster in production?
Show more question and Answers...


Comments & Discussions