Lock in $30 Savings on PRO—Offer Ends Soon! ⏳
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
A Riak Query Tale
Search
Mathias Meyer
February 01, 2012
Programming
5
1k
A Riak Query Tale
An introduction to the abundance of ways you can get data out of Riak.
Mathias Meyer
February 01, 2012
Tweet
Share
More Decks by Mathias Meyer
See All by Mathias Meyer
Building and Scaling an Distributed and Inclusive Team
roidrage
0
1.3k
cooking infrastructure with chef
roidrage
4
230
The Message Queue is Dead, Long Live the Message Queue
roidrage
4
710
riak-js
roidrage
1
290
designing for concurrency with riak
roidrage
11
1.9k
metrics, monitoring, logging
roidrage
82
15k
design for cloud - jax 2012
roidrage
2
300
Don't Use NoSQL
roidrage
10
1.1k
Designing Applications for Amazon Web Services (GOTO Aarhus)
roidrage
6
360
Other Decks in Programming
See All in Programming
20251212 AI 時代的 Legacy Code 營救術 2025 WebConf
mouson
0
160
Github Copilotのチャット履歴ビューワーを作りました~WPF、dotnet10もあるよ~ #clrh111
katsuyuzu
0
110
ZOZOにおけるAI活用の現在 ~モバイルアプリ開発でのAI活用状況と事例~
zozotech
PRO
8
5.7k
sbt 2
xuwei_k
0
300
【Streamlit x Snowflake】データ基盤からアプリ開発・AI活用まで、すべてをSnowflake内で実現
ayumu_yamaguchi
1
120
LLM Çağında Backend Olmak: 10 Milyon Prompt'u Milisaniyede Sorgulamak
selcukusta
0
120
Why Kotlin? 電子カルテを Kotlin で開発する理由 / Why Kotlin? at Henry
agatan
2
7.2k
【CA.ai #3】ワークフローから見直すAIエージェント — 必要な場面と“選ばない”判断
satoaoaka
0
240
Giselleで作るAI QAアシスタント 〜 Pull Requestレビューに継続的QAを
codenote
0
190
tsgolintはいかにしてtypescript-goの非公開APIを呼び出しているのか
syumai
6
2.2k
Findy AI+の開発、運用におけるMCP活用事例
starfish719
0
440
AIコーディングエージェント(Gemini)
kondai24
0
220
Featured
See All Featured
Speed Design
sergeychernyshev
33
1.4k
Connecting the Dots Between Site Speed, User Experience & Your Business [WebExpo 2025]
tammyeverts
10
730
The Art of Programming - Codeland 2020
erikaheidi
56
14k
For a Future-Friendly Web
brad_frost
180
10k
Testing 201, or: Great Expectations
jmmastey
46
7.8k
How to train your dragon (web standard)
notwaldorf
97
6.4k
Designing for Performance
lara
610
69k
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
34
2.6k
How to Think Like a Performance Engineer
csswizardry
28
2.4k
10 Git Anti Patterns You Should be Aware of
lemiorhan
PRO
659
61k
Art, The Web, and Tiny UX
lynnandtonic
303
21k
Imperfection Machines: The Place of Print at Facebook
scottboms
269
13k
Transcript
A Riak Query Tale Mathias Meyer, @roidrage NoSQL Cologne
http://riakhandbook.com
Riak Distributed Database Fault-Tolerant Content-Agnostic Scalable on Demand
Querying Data
Key-Value $ curl localhost:8098/riak/users/roidrage
Links $ curl -‐v localhost:8098/riak/users/roidrage < HTTP/1.1 200 OK <
Link: </riak/users/klimpong>; riaktag="friend"
Links $ curl .../riak/users/roidrage/users,friend,_/
Listing Keys $ curl .../riak/users?keys=true
Don’t do that!
Streaming Keys $ curl .../riak/users?keys=stream
Avoid that!
Loads all the keys.
MapReduce
MapReduce Transform (Map) Aggregate (Reduce)
Warning: JavaScript
MapReduce riak.add("users"). map("Riak.mapValues").
run()
MapReduce var nameLength = function(value) { var doc
= Riak.mapValues(value)[0]; return [doc.length]; }
MapReduce riak.add("users"). map(nameLength).
run()
MapReduce riak.add("users"). map(nameLength).
reduce("Riak.reduceSum"). run()
MapReduce var average = function(values) { var avg
= values.reduce(function(n, sum) { return sum += n; }, 0); return [(avg / values.length)]; }
MapReduce riak.add("users"). map(nameLength).
reduce(average). run()
MapReduce riak.add("users"). map(nameLength).
reduce(average). run() Uh-Oh!
MapReduce riak.add(["users", "roidrage"]). map(nameLength).
reduce(average). run() Better!
JavaScript M/R Breaks with Millions of Objects Uses External Libraries
Serializes Data for JavaScript
Warning: Erlang
MapReduce riak.add('tweets'). map({language: 'erlang',
module: 'riak_kv_mapreduce', function: 'map_object_value'}).run()
MapReduce $ riak attach > {ok, C} = riak:local_client().
MapReduce C:mapred([{<<"users">>, <<"roidrage">>}], [{map, {modfun, riak_kv_mapreduce, map_object_value}, none, false}, {reduce,
{modfun, riak_kv_mapreduce, reduce_count_inputs}, none, true}]).
MapReduce ExtractFirstName1 = fun(RObject, _, _) -‐>
Value = riak_object:get_value(RObject), [FirstName, _] = re:split(Value, " "), [FirstName] end.
MapReduce C:mapred([{<<"users">>, <<"roidrage">>}],
[{map, {qfun, ExtractFirstName}, none, true}]).
Erlang M/R Much more efficient than JavaScript No serialization No
ad-hoc functions through HTTP
Key-Filters Reduce MapReduce input Based on key matches
Key-Filters riak.add({bucket: 'users', key_filters: [["matches", "^roid"]]})
Key-Filters riak.add({bucket: 'users', key_filters: [["to_upper"],
["matches", "^ROID"]]})
Key-Filters riak.add({bucket: 'users', key_filters: [["to_upper"],
["to_lower"], ["matches", "^roid"]]})
Key-Filters riak.add({bucket: 'users', key_filters: [["to_upper"],
["ends_with", "RAGE"]]})
Key-Filters riak.add({bucket: 'users', key_filters:
[["and", [["string_to_int"], ["less_than", 10]], [["string_to_int"], ["greater_than", 5]]]]})
Don't use key filters.
Riak 2i Sorted Secondary Indexes Simple Reverse Lookups Maintained Manually
Requires LevelDB
Riak 2i curl -‐X PUT .../riak/users/roidrage -‐d @-‐ \
-‐H "Content-‐Type: text/plain" \ -‐H "X-‐Riak-‐Index-‐firstname_bin: mathias" \ -‐H "X-‐Riak-‐Index-‐lastname_bin: meyer"
Riak 2i X-‐Riak-‐Index-‐firstname_bin: Mathias X-‐Riak-‐Index-‐lastname_bin: Meyer
Riak 2i X-‐Riak-‐Index-‐firstname_bin: Mathias X-‐Riak-‐Index-‐lastname_bin: Meyer X-‐Riak-‐Index-‐age_int: 34
Riak 2i X-‐Riak-‐Index-‐firstname_bin: Mathias X-‐Riak-‐Index-‐lastname_bin: Meyer X-‐Riak-‐Index-‐age_int: 34 X-‐Riak-‐Index-‐topics_bin: nosql,cloud,operations
Riak 2i # Match $ curl .../buckets/users/index/firstname_bin/Mathias
Riak 2i # Range $ curl .../buckets/users/index/firstname_bin/Mathias/Till
Riak 2i # Key $ curl .../buckets/users/index/$key/roidrage
Ordered Keys! (sort of)
MapReduce riak.add({bucket: 'users',
index: 'lastname_bin', key: 'mathias'}). map('Riak.mapValuesJson').run()
Riak 2i No Multi-Index Queries Requires Extra Work in the
App Returns only keys Document-partitioned
Riak Search Full-Text Search Solr-ish Interface Integrates with Riak
Riak Search curl -‐X PUT localhost:8098/riak/users -‐d @-‐ \
-‐H "Content-‐Type: application/json" {"props":{"precommit": [{"mod":"riak_search_kv_hook","fun":"precommit"} ]}}
Indexing Riak Objects curl -‐X PUT .../riak/users/roidrage \
-‐d "Mathias Meyer" -‐H "Content-‐Type: text/plain"
Solr-ish Interface curl .../solr/users/select?q=value:Mathias
Riak Search value:Mathias OR value:Till value:Mathias AND value:Meyer value:Mat* value:[Mathias
TO Till]
MapReduce riak.addSearch("users", "value:Mathias"). map("Riak.mapValues").run()
Riak Search Full text search of structured data Term-partitioned Efficient
for one term queries Multiple Interfaces No Anti-Entropy
When?
Key Listings Never! Almost
MapReduce Analytical Queries Fixed Dataset
Key Filters Never!
Riak 2i Simple Lookups and Range Queries Unbounded Queries Full
Fault-Tolerance
Riak Search Larger documents Full indexing Flexible queries Low frequency
terms
Questions?