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Steve Kearns
Product Lead, Elastic Stack
The Elastic Stack Multiplier
Elasticsearch Kibana
Enterprise Search Observability Security
Elasticsearch Kibana
Data Management
Data Analysis
Actions & Alerting
Data Management
Hot Warm Cold
Snapshot
Hot Warm Cold
Snapshot Lifecycle Management
Index Lifecycle Management
myindex
myindex-01
Alias
myindex
myindex-01
Alias
myindex-02
myindex-03
myindex
myindex-01
Alias
myindex-02
myindex-03
myindex
myindex-01
Datastream
myindex-02
• Auto-create from templates
• Smarter rollups
• Smarter query routing
• Smarter index management
Hot Warm Cold
Snapshot
$$ $
Improved Memory Usage
Improved Disk Usage
Heap File system cache
Disk
< 30GB
Heap File system cache
Disk
Heap File system cache
Disk
Heap File system cache
Disk
6TB
10GB
Heap File system cache
Disk
6TB
1.5GB
Disk
Disk
Archive
Disk
Cold
Doc Values
Stored Fields
Term Dictionary
Term Proximity
Normalization Factors
Point Values
Meta Lookup
Doc Values
Stored Fields
Term Dictionary
Term Proximity
Normalization Factors
Point Values
Meta Lookup
Archive
Disk
Frozen
Archive
Disk
Frozen
Smarter Query Routing
SELECT	*		
FROM	logs-*	
WHERE	region					=	“us-east”		
		AND	service				=	“mysql”	
		AND	@timestamp	>	“2020-01-01”	
ORDER	BY	@timestamp	DESC	
LIMIT	20
SELECT	*		
FROM	logs-*	
WHERE	region					=	“us-east”		
		AND	service				=	“mysql”	
		AND	@timestamp	>	“2020-01-01”	
ORDER	BY	@timestamp	DESC	
LIMIT	20
SELECT	*		
FROM	logs-*	
WHERE	region					=	“us-east”		
		AND	service				=	“mysql”	
		AND	@timestamp	>	“2020-01-01”	
ORDER	BY	@timestamp	DESC	
LIMIT	20
WHERE	region					=	“us-east”		
		AND	service				=	“mysql”	
const_keyword fields
WHERE	region					=	“us-east”		
		AND	service				=	“mysql”	
		AND	@timestamp	>	“2020-01-01”			AND	@timestamp	>	“2020-01-01”	
Range normalization
AND	@timestamp	>	“2020-01-01”	
ORDER	BY	@timestamp	DESC	
LIMIT	20
Sorted execution
Teaching Kibana patience
Elasticsearch is built for speed
• Every field is indexed
• Indexes built at ingest
• Denormalized data, no joins
• Distributed execution
But needs disk, cpu, memory!
Warm
Cold
More data, for longer
Cheap nodes
Remote file store
Frozen
408	Request	Time-out
Possibilities…
(How I learned to love the bomb)
Find users who:
• in the previous 12 months
• have used an application
• on today’s Malicious Apps list
• with param “powershell.exe”
Find users who:
• in the previous 12 months
• have used an application
• on today’s Malicious Apps list
• with param “powershell.exe”
Limited Join
}
Find users who:
• in the previous 12 months
• have used an application
• on today’s Malicious Apps list
• with param “powershell.exe”
Schema on Read}
Data Analysis
Speaking your language
GET	logs-*/_search	
{	
		“query”:	{	
				“bool”:	{	
						“filter”:	{	
								“range”:	{	
										“@timestamp”:	{	
												“gte”:	“2020-01-01”,	
												“lt”:		“2020-02-01”	
										}	
								}	
						}	
				}	
		}	
}
SELECT	*	
FROM	logs-*	
WHERE	@timestamp		
		BETWEEN	“2020-01-01”		
						AND	“2020-02-01”	
SQL
@timestamp	>=	"2020-01-01"	AND	@timestamp	<	"2020-02-01"
KQL
GET	/api/v1/query_range?			
start=2020-01-01T00:00:00Z		
&end=2020-02-01T00:00:00Z		
&query=node_network_receive_bytes_total{device="eth1"}
PromQL
sequence	by	unique_pid	
		[process	where	process_name	in		
									("mshta.exe",	"rundll32.exe")]	
		[image_load	where	image_name	in		
											("jscript9.dll",	"winhttp.dll")]
EQL
53
54
55
56
Actions & Alerting
Task Manager Alerting Actions
API
65
67
68
69
Enterprise Search Observability Security
Elasticsearch Kibana
Closing
Thank You!

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