- Elasticsearch Guide: other versions:
- Elasticsearch basics
- Quick starts
- Set up Elasticsearch
- Run Elasticsearch locally
- Installing Elasticsearch
- Configuring Elasticsearch
- Important Elasticsearch configuration
- Secure settings
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- Discovery and cluster formation settings
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- Bootstrap Checks
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- Starting Elasticsearch
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- Discovery and cluster formation
- Add and remove nodes in your cluster
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- Remote clusters
- Plugins
- Search your data
- The search API
- Sort search results
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- Search multiple data streams and indices
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- Token count
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- Version
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- Overview
- Concepts
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- Built-in analyzer reference
- Tokenizer reference
- Token filter reference
- Apostrophe
- ASCII folding
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- Dictionary decompounder
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- Fingerprint
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- Length
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- Lowercase
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- Pattern capture
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- Phonetic
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- Synonym graph
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- Word delimiter
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- Character filters reference
- Normalizers
- Ingest pipelines
- Example: Parse logs
- Enrich your data
- Processor reference
- Append
- Attachment
- Bytes
- Circle
- Community ID
- Convert
- CSV
- Date
- Date index name
- Dissect
- Dot expander
- Drop
- Enrich
- Fail
- Fingerprint
- Foreach
- Geo-grid
- GeoIP
- Grok
- Gsub
- HTML strip
- Inference
- Join
- JSON
- KV
- Lowercase
- Network direction
- Pipeline
- Redact
- Registered domain
- Remove
- Rename
- Reroute
- Script
- Set
- Set security user
- Sort
- Split
- Trim
- Uppercase
- URL decode
- URI parts
- User agent
- Ingest pipelines in Search
- Data streams
- Data management
- ILM: Manage the index lifecycle
- Tutorial: Customize built-in policies
- Tutorial: Automate rollover
- Index management in Kibana
- Overview
- Concepts
- Index lifecycle actions
- Configure a lifecycle policy
- Migrate index allocation filters to node roles
- Troubleshooting index lifecycle management errors
- Start and stop index lifecycle management
- Manage existing indices
- Skip rollover
- Restore a managed data stream or index
- Data tiers
- Roll up or transform your data
- Query DSL
- EQL
- ES|QL
- SQL
- Overview
- Getting Started with SQL
- Conventions and Terminology
- Security
- SQL REST API
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- SQL CLI
- SQL JDBC
- SQL ODBC
- SQL Client Applications
- SQL Language
- Functions and Operators
- Comparison Operators
- Logical Operators
- Math Operators
- Cast Operators
- LIKE and RLIKE Operators
- Aggregate Functions
- Grouping Functions
- Date/Time and Interval Functions and Operators
- Full-Text Search Functions
- Mathematical Functions
- String Functions
- Type Conversion Functions
- Geo Functions
- Conditional Functions And Expressions
- System Functions
- Reserved keywords
- SQL Limitations
- Scripting
- Aggregations
- Bucket aggregations
- Adjacency matrix
- Auto-interval date histogram
- Categorize text
- Children
- Composite
- Date histogram
- Date range
- Diversified sampler
- Filter
- Filters
- Frequent item sets
- Geo-distance
- Geohash grid
- Geohex grid
- Geotile grid
- Global
- Histogram
- IP prefix
- IP range
- Missing
- Multi Terms
- Nested
- Parent
- Random sampler
- Range
- Rare terms
- Reverse nested
- Sampler
- Significant terms
- Significant text
- Terms
- Time series
- Variable width histogram
- Subtleties of bucketing range fields
- Metrics aggregations
- Pipeline aggregations
- Average bucket
- Bucket script
- Bucket count K-S test
- Bucket correlation
- Bucket selector
- Bucket sort
- Change point
- Cumulative cardinality
- Cumulative sum
- Derivative
- Extended stats bucket
- Inference bucket
- Max bucket
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- Moving function
- Moving percentiles
- Normalize
- Percentiles bucket
- Serial differencing
- Stats bucket
- Sum bucket
- Bucket aggregations
- Geospatial analysis
- Watcher
- Monitor a cluster
- Secure the Elastic Stack
- Elasticsearch security principles
- Start the Elastic Stack with security enabled automatically
- Manually configure security
- Updating node security certificates
- User authentication
- Built-in users
- Service accounts
- Internal users
- Token-based authentication services
- User profiles
- Realms
- Realm chains
- Security domains
- Active Directory user authentication
- File-based user authentication
- LDAP user authentication
- Native user authentication
- OpenID Connect authentication
- PKI user authentication
- SAML authentication
- Kerberos authentication
- JWT authentication
- Integrating with other authentication systems
- Enabling anonymous access
- Looking up users without authentication
- Controlling the user cache
- Configuring SAML single-sign-on on the Elastic Stack
- Configuring single sign-on to the Elastic Stack using OpenID Connect
- User authorization
- Built-in roles
- Defining roles
- Role restriction
- Security privileges
- Document level security
- Field level security
- Granting privileges for data streams and aliases
- Mapping users and groups to roles
- Setting up field and document level security
- Submitting requests on behalf of other users
- Configuring authorization delegation
- Customizing roles and authorization
- Enable audit logging
- Restricting connections with IP filtering
- Securing clients and integrations
- Operator privileges
- Troubleshooting
- Some settings are not returned via the nodes settings API
- Authorization exceptions
- Users command fails due to extra arguments
- Users are frequently locked out of Active Directory
- Certificate verification fails for curl on Mac
- SSLHandshakeException causes connections to fail
- Common SSL/TLS exceptions
- Common Kerberos exceptions
- Common SAML issues
- Internal Server Error in Kibana
- Setup-passwords command fails due to connection failure
- Failures due to relocation of the configuration files
- Limitations
- Set up a cluster for high availability
- How to
- Autoscaling
- Snapshot and restore
- REST APIs
- API conventions
- Common options
- REST API compatibility
- Autoscaling APIs
- Behavioral Analytics APIs
- Compact and aligned text (CAT) APIs
- cat aliases
- cat allocation
- cat anomaly detectors
- cat component templates
- cat count
- cat data frame analytics
- cat datafeeds
- cat fielddata
- cat health
- cat indices
- cat master
- cat nodeattrs
- cat nodes
- cat pending tasks
- cat plugins
- cat recovery
- cat repositories
- cat segments
- cat shards
- cat snapshots
- cat task management
- cat templates
- cat thread pool
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- cat transforms
- Cluster APIs
- Cluster allocation explain
- Cluster get settings
- Cluster health
- Health
- Cluster reroute
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- Voting configuration exclusions
- Create or update desired nodes
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- Cross-cluster replication APIs
- Connector APIs
- Create connector
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- Create connector sync job
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- Check in a connector
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- Check in connector sync job
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- Data stream APIs
- Document APIs
- Enrich APIs
- EQL APIs
- ES|QL APIs
- Features APIs
- Fleet APIs
- Graph explore API
- Index APIs
- Alias exists
- Aliases
- Analyze
- Analyze index disk usage
- Clear cache
- Clone index
- Close index
- Create index
- Create or update alias
- Create or update component template
- Create or update index template
- Create or update index template (legacy)
- Delete component template
- Delete dangling index
- Delete alias
- Delete index
- Delete index template
- Delete index template (legacy)
- Exists
- Field usage stats
- Flush
- Force merge
- Get alias
- Get component template
- Get field mapping
- Get index
- Get index settings
- Get index template
- Get index template (legacy)
- Get mapping
- Import dangling index
- Index recovery
- Index segments
- Index shard stores
- Index stats
- Index template exists (legacy)
- List dangling indices
- Open index
- Refresh
- Resolve index
- Resolve cluster
- Rollover
- Shrink index
- Simulate index
- Simulate template
- Split index
- Unfreeze index
- Update index settings
- Update mapping
- Index lifecycle management APIs
- Create or update lifecycle policy
- Get policy
- Delete policy
- Move to step
- Remove policy
- Retry policy
- Get index lifecycle management status
- Explain lifecycle
- Start index lifecycle management
- Stop index lifecycle management
- Migrate indices, ILM policies, and legacy, composable and component templates to data tiers routing
- Inference APIs
- Delete inference API
- Get inference API
- Perform inference API
- Create inference API
- Amazon Bedrock inference service
- Anthropic inference service
- Azure AI studio inference service
- Azure OpenAI inference service
- Cohere inference service
- Elasticsearch inference service
- ELSER inference service
- Google AI Studio inference service
- Google Vertex AI inference service
- HuggingFace inference service
- Mistral inference service
- OpenAI inference service
- Info API
- Ingest APIs
- Licensing APIs
- Logstash APIs
- Machine learning APIs
- Machine learning anomaly detection APIs
- Add events to calendar
- Add jobs to calendar
- Close jobs
- Create jobs
- Create calendars
- Create datafeeds
- Create filters
- Delete calendars
- Delete datafeeds
- Delete events from calendar
- Delete filters
- Delete forecasts
- Delete jobs
- Delete jobs from calendar
- Delete model snapshots
- Delete expired data
- Estimate model memory
- Flush jobs
- Forecast jobs
- Get buckets
- Get calendars
- Get categories
- Get datafeeds
- Get datafeed statistics
- Get influencers
- Get jobs
- Get job statistics
- Get model snapshots
- Get model snapshot upgrade statistics
- Get overall buckets
- Get scheduled events
- Get filters
- Get records
- Open jobs
- Post data to jobs
- Preview datafeeds
- Reset jobs
- Revert model snapshots
- Start datafeeds
- Stop datafeeds
- Update datafeeds
- Update filters
- Update jobs
- Update model snapshots
- Upgrade model snapshots
- Machine learning data frame analytics APIs
- Create data frame analytics jobs
- Delete data frame analytics jobs
- Evaluate data frame analytics
- Explain data frame analytics
- Get data frame analytics jobs
- Get data frame analytics jobs stats
- Preview data frame analytics
- Start data frame analytics jobs
- Stop data frame analytics jobs
- Update data frame analytics jobs
- Machine learning trained model APIs
- Clear trained model deployment cache
- Create or update trained model aliases
- Create part of a trained model
- Create trained models
- Create trained model vocabulary
- Delete trained model aliases
- Delete trained models
- Get trained models
- Get trained models stats
- Infer trained model
- Start trained model deployment
- Stop trained model deployment
- Update trained model deployment
- Migration APIs
- Node lifecycle APIs
- Query rules APIs
- Reload search analyzers API
- Repositories metering APIs
- Rollup APIs
- Root API
- Script APIs
- Search APIs
- Search Application APIs
- Searchable snapshots APIs
- Security APIs
- Authenticate
- Change passwords
- Clear cache
- Clear roles cache
- Clear privileges cache
- Clear API key cache
- Clear service account token caches
- Create API keys
- Create or update application privileges
- Create or update role mappings
- Create or update roles
- Bulk create or update roles API
- Bulk delete roles API
- Create or update users
- Create service account tokens
- Delegate PKI authentication
- Delete application privileges
- Delete role mappings
- Delete roles
- Delete service account token
- Delete users
- Disable users
- Enable users
- Enroll Kibana
- Enroll node
- Get API key information
- Get application privileges
- Get builtin privileges
- Get role mappings
- Get roles
- Query Role
- Get service accounts
- Get service account credentials
- Get Security settings
- Get token
- Get user privileges
- Get users
- Grant API keys
- Has privileges
- Invalidate API key
- Invalidate token
- OpenID Connect prepare authentication
- OpenID Connect authenticate
- OpenID Connect logout
- Query API key information
- Query User
- Update API key
- Update Security settings
- Bulk update API keys
- SAML prepare authentication
- SAML authenticate
- SAML logout
- SAML invalidate
- SAML complete logout
- SAML service provider metadata
- SSL certificate
- Activate user profile
- Disable user profile
- Enable user profile
- Get user profiles
- Suggest user profile
- Update user profile data
- Has privileges user profile
- Create Cross-Cluster API key
- Update Cross-Cluster API key
- Snapshot and restore APIs
- Snapshot lifecycle management APIs
- SQL APIs
- Synonyms APIs
- Text structure APIs
- Transform APIs
- Usage API
- Watcher APIs
- Definitions
- Command line tools
- elasticsearch-certgen
- elasticsearch-certutil
- elasticsearch-create-enrollment-token
- elasticsearch-croneval
- elasticsearch-keystore
- elasticsearch-node
- elasticsearch-reconfigure-node
- elasticsearch-reset-password
- elasticsearch-saml-metadata
- elasticsearch-service-tokens
- elasticsearch-setup-passwords
- elasticsearch-shard
- elasticsearch-syskeygen
- elasticsearch-users
- Troubleshooting
- Fix common cluster issues
- Diagnose unassigned shards
- Add a missing tier to the system
- Allow Elasticsearch to allocate the data in the system
- Allow Elasticsearch to allocate the index
- Indices mix index allocation filters with data tiers node roles to move through data tiers
- Not enough nodes to allocate all shard replicas
- Total number of shards for an index on a single node exceeded
- Total number of shards per node has been reached
- Troubleshooting corruption
- Fix data nodes out of disk
- Fix master nodes out of disk
- Fix other role nodes out of disk
- Start index lifecycle management
- Start Snapshot Lifecycle Management
- Restore from snapshot
- Troubleshooting broken repositories
- Addressing repeated snapshot policy failures
- Troubleshooting an unstable cluster
- Troubleshooting discovery
- Troubleshooting monitoring
- Troubleshooting transforms
- Troubleshooting Watcher
- Troubleshooting searches
- Troubleshooting shards capacity health issues
- Troubleshooting an unbalanced cluster
- Capture diagnostics
- Upgrade Elasticsearch
- Migration guide
- What’s new in 8.15
- Release notes
- Elasticsearch version 8.15.5
- Elasticsearch version 8.15.4
- Elasticsearch version 8.15.3
- Elasticsearch version 8.15.2
- Elasticsearch version 8.15.1
- Elasticsearch version 8.15.0
- Elasticsearch version 8.14.3
- Elasticsearch version 8.14.2
- Elasticsearch version 8.14.1
- Elasticsearch version 8.14.0
- Elasticsearch version 8.13.4
- Elasticsearch version 8.13.3
- Elasticsearch version 8.13.2
- Elasticsearch version 8.13.1
- Elasticsearch version 8.13.0
- Elasticsearch version 8.12.2
- Elasticsearch version 8.12.1
- Elasticsearch version 8.12.0
- Elasticsearch version 8.11.4
- Elasticsearch version 8.11.3
- Elasticsearch version 8.11.2
- Elasticsearch version 8.11.1
- Elasticsearch version 8.11.0
- Elasticsearch version 8.10.4
- Elasticsearch version 8.10.3
- Elasticsearch version 8.10.2
- Elasticsearch version 8.10.1
- Elasticsearch version 8.10.0
- Elasticsearch version 8.9.2
- Elasticsearch version 8.9.1
- Elasticsearch version 8.9.0
- Elasticsearch version 8.8.2
- Elasticsearch version 8.8.1
- Elasticsearch version 8.8.0
- Elasticsearch version 8.7.1
- Elasticsearch version 8.7.0
- Elasticsearch version 8.6.2
- Elasticsearch version 8.6.1
- Elasticsearch version 8.6.0
- Elasticsearch version 8.5.3
- Elasticsearch version 8.5.2
- Elasticsearch version 8.5.1
- Elasticsearch version 8.5.0
- Elasticsearch version 8.4.3
- Elasticsearch version 8.4.2
- Elasticsearch version 8.4.1
- Elasticsearch version 8.4.0
- Elasticsearch version 8.3.3
- Elasticsearch version 8.3.2
- Elasticsearch version 8.3.1
- Elasticsearch version 8.3.0
- Elasticsearch version 8.2.3
- Elasticsearch version 8.2.2
- Elasticsearch version 8.2.1
- Elasticsearch version 8.2.0
- Elasticsearch version 8.1.3
- Elasticsearch version 8.1.2
- Elasticsearch version 8.1.1
- Elasticsearch version 8.1.0
- Elasticsearch version 8.0.1
- Elasticsearch version 8.0.0
- Elasticsearch version 8.0.0-rc2
- Elasticsearch version 8.0.0-rc1
- Elasticsearch version 8.0.0-beta1
- Elasticsearch version 8.0.0-alpha2
- Elasticsearch version 8.0.0-alpha1
- Dependencies and versions
What’s new in 8.15
editWhat’s new in 8.15
editComing in 8.15.
Here are the highlights of what’s new and improved in Elasticsearch 8.15! For detailed information about this release, see the Release notes and Migration guide.
Other versions:
8.14 | 8.13 | 8.12 | 8.11 | 8.10 | 8.9 | 8.8 | 8.7 | 8.6 | 8.5 | 8.4 | 8.3 | 8.2 | 8.1 | 8.0
Stricter failure handling in multi-repo get-snapshots request handling
editIf a multi-repo get-snapshots request encounters a failure in one of the targeted repositories then earlier versions of Elasticsearch would proceed as if the faulty repository did not exist, except for a per-repository failure report in a separate section of the response body. This makes it impossible to paginate the results properly in the presence of failures. In versions 8.15.0 and later this API’s failure handling behaviour has been made stricter, reporting an overall failure if any targeted repository’s contents cannot be listed.
Introduce logsdb
index mode as Tech Preview
editThis change introduces a new index mode named logsdb
.
When the new index mode is enabled then the following storage savings features are enabled automatically:
-
Synthetic source, which omits storing the
_source
field. When_source
or part of it is requested it is synthesized on the fly at runtime. -
Index sorting. By default indices are sorted by
host.name
and@timestamp
fields at index time. This can be overwritten if other sorting fields yield better compression rate. -
Enable more space efficient compression for fields with doc values enabled. These are the same codecs used
when
time_series
index mode is enabled.
The index.mode
index setting set to logsdb
should be configured in index templates or defined when creating a plain index.
Benchmarks and other tests have shown that logs data sets use around 2.5 times less storage with the new index mode enabled compared to not configuring it.
The new logsdb
index mode is a tech preview feature.
Add new int4 quantization to dense_vector
editNew int4 (half-byte) scalar quantization support via two knew index types: int4_hnsw
and int4_flat
.
This gives an 8x reduction from float32
with some accuracy loss. In addition to less memory required, this
improves query and merge speed significantly when compared to raw vectors.
Mark Query Rules as GA
editThis PR marks query rules as Generally Available. All APIs are no longer in tech preview.
Adds new bit
element_type
for dense_vectors
editThis adds bit
vector support by adding element_type: bit
for
vectors. This new element type works for indexed and non-indexed
vectors. Additionally, it works with hnsw
and flat
index types. No
quantization based codec works with this element type, this is
consistent with byte
vectors.
bit
vectors accept up to 32768
dimensions in size and expect vectors
that are being indexed to be encoded either as a hexidecimal string or a
byte[]
array where each element of the byte
array represents 8
bits of the vector.
bit
vectors support script usage and regular query usage. When
indexed, all comparisons done are xor
and popcount
summations (aka,
hamming distance), and the scores are transformed and normalized given
the vector dimensions.
For scripts, l1norm
is the same as hamming
distance and l2norm
is
sqrt(l1norm)
. dotProduct
and cosineSimilarity
are not supported.
Note, the dimensions expected by this element_type are always to be
divisible by 8
, and the byte[]
vectors provided for index must be
have size dim/8
size, where each byte element represents 8
bits of
the vectors.
The Redact processor is Generally Available
editThe Redact processor uses the Grok rules engine to obscure text in the input document matching the given Grok patterns. The Redact processor was initially released as Technical Preview in 8.7.0
, and is now released as Generally Available.
New custom parser for ISO-8601 datetimes
editThis introduces a new custom parser for ISO-8601 datetimes, for the iso8601
, strict_date_optional_time
, and
strict_date_optional_time_nanos
built-in date formats. This provides a performance improvement over the
default Java date-time parsing. Whilst it maintains much of the same behaviour,
the new parser does not accept nonsensical date-time strings that have multiple fractional seconds fields
or multiple timezone specifiers. If the new parser fails to parse a string, it will then use the previous parser
to parse it. If a large proportion of the input data consists of these invalid strings, this may cause
a small performance degradation. If you wish to force the use of the old parsers regardless,
set the JVM property es.datetime.java_time_parsers=true
on all ES nodes.
New custom parser for more ISO-8601 date formats
editFollowing on from #106486, this extends the custom ISO-8601 datetime parser to cover the strict_year
,
strict_year_month
, strict_date_time
, strict_date_time_no_millis
, strict_date_hour_minute_second
,
strict_date_hour_minute_second_millis
, and strict_date_hour_minute_second_fraction
date formats.
As before, the parser will use the existing java.time parser if there are parsing issues, and the
es.datetime.java_time_parsers=true
JVM property will force the use of the old parsers regardless.
Preview: Support for the Connection Type, 'Domain, and ISP databases in the geoip processor
editAs a Technical Preview, the geoip
processor can now use the commercial
GeoIP2 Connection Type,
GeoIP2 Domain,
and
GeoIP2 ISP
databases from MaxMind.
Update Elasticsearch to Lucene 9.11
editElasticsearch is now updated using the latest Lucene version 9.11. Here are the full release notes: But, here are some particular highlights: - Usage of MADVISE for better memory management: https://github.com/apache/lucene/pull/13196 - Use RWLock to access LRUQueryCache to reduce contention: https://github.com/apache/lucene/pull/13306 - Speedup multi-segment HNSW graph search for nested kNN queries: https://github.com/apache/lucene/pull/13121 - Add a MemorySegment Vector scorer - for scoring without copying on-heap vectors: https://github.com/apache/lucene/pull/13339
Synthetic _source
improvements
editThere are multiple improvements to synthetic _source
functionality:
-
Synthetic
_source
is now supported for all field types includingnested
andobject
.object
fields are supported withenabled
set tofalse
. -
Synthetic
_source
can be enabled together withignore_malformed
andignore_above
parameters for all field types that support them.
Index sorting on indexes with nested fields
editIndex sorting is now supported for indexes with mappings containing nested objects.
The index sort spec (as specified by index.sort.field
) can’t contain any nested
fields, still.
On this page
- Stricter failure handling in multi-repo get-snapshots request handling
- Introduce
logsdb
index mode as Tech Preview - Add new int4 quantization to dense_vector
- Mark Query Rules as GA
- Adds new
bit
element_type
fordense_vectors
- The Redact processor is Generally Available
- New custom parser for ISO-8601 datetimes
- New custom parser for more ISO-8601 date formats
- Preview: Support for the Connection Type, 'Domain, and ISP databases in the geoip processor
- Update Elasticsearch to Lucene 9.11
- Synthetic
_source
improvements - Index sorting on indexes with nested fields