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Web / Apache Solr Interview questions

What is the difference between Apache Solr and Elasticsearch?

Both are search platforms built on Apache Lucene and share the same underlying inverted-index fundamentals, but they diverge in ecosystem, API design, and operational model.

Apache SolrElasticsearch
Fully open-source (Apache 2.0), governed by the Apache Software FoundationSource-available under the Elastic license for recent versions, with OpenSearch as the Apache-licensed fork
Coordination via external Apache ZooKeeper (SolrCloud)Built-in coordination and cluster state management
Config-file driven (solrconfig.xml, managed-schema) with a Schema APIMapping and settings defined primarily through REST APIs and index templates
Strong, mature admin UIRelies more on external tooling (Kibana) for visualization

In practice, the choice often comes down more to ecosystem and team familiarity than raw capability: teams already invested in the ELK/Elastic stack (Kibana, Logstash) tend to pick Elasticsearch, while teams wanting a fully open-source license without usage restrictions, or already running ZooKeeper-based infrastructure, often prefer Solr. Both can handle large-scale full-text and faceted search well when properly tuned.

What coordination service does SolrCloud rely on that Elasticsearch does not require externally?
What do Solr and Elasticsearch share at their core?

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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?
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