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(Elastic)search in Big Data
Radu Gheorghe
@radu0gheorghe @sematext
What is “search in Big Data”? Challenges?
Some solutions?
How does Elasticsearch do it?
Agenda
Search Expectations
headphones for iPhone 4, iPhone 5, iPhone 6 and iPhone 7
iPhone 5
iPhone 4
Relevancy...
iphone
iphone
iphone 5
Institute of Public Health
...and autocomplete...
iph
No results found for “iphnoe”
iPhone 5
iPhone 4
… and fuzziness...
iphnoe
Did you mean “iPhone”?
iPhone 5
iPhone 4
...and corrections...
iphnoe
shows results
anyway
iPhone 5
iPhone 4
iPhone 3
Galaxy S4
...and similar terms...
iphone
iPhone 5
iPhone 4
...and don’t forget the statistics!
iphone
☑ iOS
☐ other
☑ <100RON
☐ 100-200RON
☐ >200RON
Wait. Fancy search == Big Data?
Fancy stuff isn’t free
iphone
☑ iOS
☐ other
☑ <100RON
☐ 100-200RON
☐ >200RON
N requests for
autocomplete
Did you mean...
iPhone 5
iPhone 4
iPhone 3
Galaxy S4
1 request for
each of the stats
1 request for
synonyms, 1
for exact
matches, etc
1 request for
corrections
Distributed search. When one server
doesn’t cut it
Log Search
web_server01
database01
backend01
search engine
10:01 - webapp - DB connect error
10:00 - DB - I/O error
error
Log Analytics
unique IPs: 7584
iPhone 5
iPhone 4
Galaxy S4
best sellers
Romania: 200
France: 150
Hungary: 120
users per country
revenue per day
Distributed search solutions
Elasticsearch
Solr
Others: SenseiDB, Sphinx…
SaaS: CloudSearch, Logsene...
built on top of
Lucene
Document-oriented
Lucene awesome: index & store data,
relevancy, fuzzy, suggesters...
...all wrapped up in JSON over HTTP
Elasticsearch
Aggregations
revenue per day
unique IPs: 7584
Aggregations
revenue per day
unique IPs: 7584
Romania: 200
France: 150
Hungary: 120
unique IPs per country
Aggregations
revenue per day
Romania: 200
France: 150
Hungary: 120
unique IPs per country
unique IPs per country per day
Romania
unique IPs: 7584
Node 1
Node 1
Node 1 Node 2
Node 1 Node 2
Node 1 Node 2 Node 3
Node 1 Node 2 Node 3
Node 1 Node 2 Node 3
Node 1 Node 2
Node 1 Node 2
Big Data distributed
search
search and real-
time analytics
Big Data distributed
search
search and real-
time analytics
more search
features
Big Data distributed
search
search and real-
time analytics
more search
features
clients
usage
(logs)
Thank you!
radu.gheorghe@sematext.com
@radu0gheorghe @sematext
Big Data distributed
search
search and real-
time analytics
more search
features
clients
usage
(logs)

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