SlideShare a Scribd company logo
1 of 37
Download to read offline
www.arangodb.com
NoSQL meets Microservices
Michael Hackstein
@mchacki
Michael Hackstein
‣ ArangoDB Core Team
‣ Web Frontend
‣ Graph visualisation
‣ Graph features
‣ Host of cologne.js
‣ Master’s Degree

(spec. Databases and

Information Systems)
2
Classical Setup
3
Scaling
4
LoadBalancer
Responsibilities
5
LoadBalancer
Application Code
Consistency
Joins
Introduction to NoSQL
6
NoSQL World
Documents - JSON
Graphs
Key Value
{
“type“: "pants",
“waist": 32,
“length”: 34,
“color": "blue",
“material”: “cotton"
}
{
“type“: "television",
“diagonal screen size": 46,
“hdmi inputs": 3,
“wall mountable": true,
“built-in digital tuner": true,
“dynamic contrast ratio”: “50,000:1”,
Resolution”: “1920x1080”
}
{
“type": "sweater",
“color": "blue",
“size": “M”,
“material”: “wool”,
“form”: “turtleneck"
}
{
“type": "sweater",
“color": "blue",
“size": “M”,
“material”: “wool”,
“form”: “turtleneck"
}
‣ Map value data to unique string keys (identifiers)
‣ Treat data as opaque (data has no schema)
‣ Can implement scaling and partitioning easily
‣ Focussed on m-to-n relations between entities
‣ Stores property graphs: entities and edges can have
attributes
‣ Easily query paths of variable length
‣ Normally based on key-value stores (each document still
has a unique key)
‣ Allow to save documents with logical similarity in
“collections”
‣ Treat data records as attribute-structured documents
(data is no more opaque)
‣ Often allow querying and indexing document attributes
Polyglot Modeling
‣ If you have structured data
➡ Use a document store
‣ If you have relations between entities and want to efficiently query
them by arbitrary steps in between
➡ Use a graph database
‣ If you manage the data structure yourself and do not need
complex queries
➡ Use a key-value store
‣ If you have structured data in graph format, or data model might
change
➡ Use a multi-model database
7
Use the right tool for the job
Using different databases
8
LoadBalancer
Responsibilities
9
LoadBalancer
Application Code
Consistency
Joins
Responsibilities
9
LoadBalancer
Application Code
Consistency
Joins
Solution 1: Writes only to one master
10
Solution 2: Microservices
11
app
Monolith breakdown
12
server.route({
method: "GET", path: "/app",
handler: function (req, reply) {
var sum = cpuWaste();
reply(dataLookup["key" + sum]);
}
});
var cpuWaste = function() {
var sum = Math.floor(Math.random() * 10000);
for (var j = 0; j < 1000000; ++j) {
sum += j; sum %= 10000;
}
return sum;
};
var dataLookup = {};
for (var j = 0; j < 500000; ++j) {
dataLookup["key" + j] =
"This is test text number " + j + ".";
}
memService
cpuService
app
Monolith breakdown
12
server.route({
method: "GET", path: "/app",
handler: function (req, reply) {
var sum = cpuWaste();
reply(dataLookup["key" + sum]);
}
});
var cpuWaste = function() {
var sum = Math.floor(Math.random() * 10000);
for (var j = 0; j < 1000000; ++j) {
sum += j; sum %= 10000;
}
return sum;
};
var dataLookup = {};
for (var j = 0; j < 500000; ++j) {
dataLookup["key" + j] =
"This is test text number " + j + ".";
}
memService
cpuService
app
Monolith breakdown
12
server.route({
method: "GET", path: "/app",
handler: function (req, reply) {
var sum = cpuWaste();
reply(dataLookup["key" + sum]);
}
});
var cpuWaste = function() {
var sum = Math.floor(Math.random() * 10000);
for (var j = 0; j < 1000000; ++j) {
sum += j; sum %= 10000;
}
return sum;
};
var dataLookup = {};
for (var j = 0; j < 500000; ++j) {
dataLookup["key" + j] =
"This is test text number " + j + ".";
}
server.route({
method: "GET", path: "/mem/{id}",
handler: function (request, reply) {
reply(dataLookup["key" + request.params.id]);
}
});
memService
cpuService
app
Monolith breakdown
12
server.route({
method: "GET", path: "/app",
handler: function (req, reply) {
var sum = cpuWaste();
reply(dataLookup["key" + sum]);
}
});
var cpuWaste = function() {
var sum = Math.floor(Math.random() * 10000);
for (var j = 0; j < 1000000; ++j) {
sum += j; sum %= 10000;
}
return sum;
};
var dataLookup = {};
for (var j = 0; j < 500000; ++j) {
dataLookup["key" + j] =
"This is test text number " + j + ".";
}
server.route({
method: "GET", path: "/mem/{id}",
handler: function (request, reply) {
reply(dataLookup["key" + request.params.id]);
}
});
server.route({
method: "GET", path: "/cpu",
handler: function (request, reply) {
reply(cpuWaste());
}
});
memService
cpuService
app
Monolith breakdown
12
var cpuWaste = function() {
var sum = Math.floor(Math.random() * 10000);
for (var j = 0; j < 1000000; ++j) {
sum += j; sum %= 10000;
}
return sum;
};
var dataLookup = {};
for (var j = 0; j < 500000; ++j) {
dataLookup["key" + j] =
"This is test text number " + j + ".";
}
server.route({
method: "GET", path: "/mem/{id}",
handler: function (request, reply) {
reply(dataLookup["key" + request.params.id]);
}
});
server.route({
method: "GET", path: "/cpu",
handler: function (request, reply) {
reply(cpuWaste());
}
});
server.route({
method: "GET",
path: "/app",
handler: function (req, reply) {
request('http://127.0.0.1:9000/cpu',
function (error, response, body) {
if (!error
&& response.statusCode == 200) {
request('http://127.0.0.1:9000/mem/'
+ body,
function (error, response, body) {
if (!error
&& response.statusCode == 200) {
reply(body);
} else {
reply({error: error});
}
});
} else {
reply({error: error});
}
});
}
});
neo4jService
mongoDBService
productService
Polyglot Setup
13
MATCH (me:Users {id: "' + id + '"})
-[:Friend]-> (:Users)
-[:Bought]-> (p)
return p.id as id
products.find({$or: req.payload})
neo4jService
mongoDBService
productService
Polyglot Setup
13
MATCH (me:Users {id: "' + id + '"})
-[:Friend]-> (:Users)
-[:Bought]-> (p)
return p.id as id
products.find({$or: req.payload})
neo4jService
mongoDBService
productService
Polyglot Setup
13
MATCH (me:Users {id: "' + id + '"})
-[:Friend]-> (:Users)
-[:Bought]-> (p)
return p.id as id
products.find({$or: req.payload})
neo4jService
mongoDBService
productService
Polyglot Setup
13
MATCH (me:Users {id: "' + id + '"})
-[:Friend]-> (:Users)
-[:Bought]-> (p)
return p.id as id
products.find({$or: req.payload})
neo4jService
mongoDBService
productService
Polyglot Setup
13
MATCH (me:Users {id: "' + id + '"})
-[:Friend]-> (:Users)
-[:Bought]-> (p)
return p.id as id
products.find({$or: req.payload})
neo4jService
mongoDBService
productService
Polyglot Setup
13
MATCH (me:Users {id: "' + id + '"})
-[:Friend]-> (:Users)
-[:Bought]-> (p)
return p.id as id
products.find({$or: req.payload})
neo4jService
mongoDBService
productService
Polyglot Setup
13
MATCH (me:Users {id: "' + id + '"})
-[:Friend]-> (:Users)
-[:Bought]-> (p)
return p.id as id
products.find({$or: req.payload})
Live Demo
Neo4J + MongoDB
14
https://github.com/mchacki/ms-meets-nosql-examples
Multi Model Database
‣ Can natively store several kinds of data models:
‣ Key-value pairs
‣ Documents
‣ Graphs
‣ Delivers query mechanisms for all data models
‣ ACID transactions
‣ Cross collection joins
15
Using a Multi-Model Database
16
LoadBalancer
Application Code
Consistency
Joins
Using a Multi-Model Database
16
LoadBalancer
Application Code Consistency
Joins
Foxx
‣ Customized REST API on top of ArangoDB
‣ Microservice framework
‣ Integrate with other microservices
‣ Reuse your Node.js code and NPM modules
‣ Built-in authentication using OAuth2.0 or HTTP-Basic Auth
‣ Operations are encapsulated in the database
‣ low network traffic, direct data access
‣ increases data privacy
/
(~(
) ) /_/
( _-----_(@ @)
(  /
/|/--| V
" " " "
17
foxx
productService
Foxx Setup
18
RETURN GRAPH_NEIGHBORS('ecom',
@id, {direction: 'outbound',
minDepth: 2, maxDepth: 2,
neighborCollectionRestriction: 'Products',
includeData: true
})
foxx
productService
Foxx Setup
18
RETURN GRAPH_NEIGHBORS('ecom',
@id, {direction: 'outbound',
minDepth: 2, maxDepth: 2,
neighborCollectionRestriction: 'Products',
includeData: true
})
foxx
productService
Foxx Setup
18
RETURN GRAPH_NEIGHBORS('ecom',
@id, {direction: 'outbound',
minDepth: 2, maxDepth: 2,
neighborCollectionRestriction: 'Products',
includeData: true
})
foxx
productService
Foxx Setup
18
RETURN GRAPH_NEIGHBORS('ecom',
@id, {direction: 'outbound',
minDepth: 2, maxDepth: 2,
neighborCollectionRestriction: 'Products',
includeData: true
})
foxx
productService
Foxx Setup
18
RETURN GRAPH_NEIGHBORS('ecom',
@id, {direction: 'outbound',
minDepth: 2, maxDepth: 2,
neighborCollectionRestriction: 'Products',
includeData: true
})
Live Demo
Foxx
19
https://github.com/mchacki/ms-meets-nosql-examples
‣ open source and free (Apache 2 license)
‣ sharding & replication
‣ JavaScript throughout (V8 built into server)
‣ drivers for a wide range of languages
‣ web frontend
‣ good & complete documentation
‣ professional as well as community support
20
An overview of other features
Thank you
‣ Further questions?
‣ Follow me on twitter/github: @mchacki
‣ Write me a mail: mchacki@arangodb.com
‣ Join or google group: https://groups.google.com/forum/#!forum/arangodb
‣ Visit us at our booth
‣ Free T-shirts
21

More Related Content

What's hot

Is HTML5 Ready? (workshop)
Is HTML5 Ready? (workshop)Is HTML5 Ready? (workshop)
Is HTML5 Ready? (workshop)Remy Sharp
 
MongoDB Europe 2016 - Enabling the Internet of Things at Proximus - Belgium's...
MongoDB Europe 2016 - Enabling the Internet of Things at Proximus - Belgium's...MongoDB Europe 2016 - Enabling the Internet of Things at Proximus - Belgium's...
MongoDB Europe 2016 - Enabling the Internet of Things at Proximus - Belgium's...MongoDB
 
Operational Intelligence with MongoDB Webinar
Operational Intelligence with MongoDB WebinarOperational Intelligence with MongoDB Webinar
Operational Intelligence with MongoDB WebinarMongoDB
 
MongoDB dla administratora
MongoDB dla administratora MongoDB dla administratora
MongoDB dla administratora 3camp
 
MongoDB全機能解説2
MongoDB全機能解説2MongoDB全機能解説2
MongoDB全機能解説2Takahiro Inoue
 
Mongodb debugging-performance-problems
Mongodb debugging-performance-problemsMongodb debugging-performance-problems
Mongodb debugging-performance-problemsMongoDB
 
MongoDB Analytics: Learn Aggregation by Example - Exploratory Analytics and V...
MongoDB Analytics: Learn Aggregation by Example - Exploratory Analytics and V...MongoDB Analytics: Learn Aggregation by Example - Exploratory Analytics and V...
MongoDB Analytics: Learn Aggregation by Example - Exploratory Analytics and V...MongoDB
 
MongoDBで作るソーシャルデータ新解析基盤
MongoDBで作るソーシャルデータ新解析基盤MongoDBで作るソーシャルデータ新解析基盤
MongoDBで作るソーシャルデータ新解析基盤Takahiro Inoue
 
Embracing the-power-of-refactor
Embracing the-power-of-refactorEmbracing the-power-of-refactor
Embracing the-power-of-refactorXiaojun REN
 
How to leverage what's new in MongoDB 3.6
How to leverage what's new in MongoDB 3.6How to leverage what's new in MongoDB 3.6
How to leverage what's new in MongoDB 3.6Maxime Beugnet
 
Inside MongoDB: the Internals of an Open-Source Database
Inside MongoDB: the Internals of an Open-Source DatabaseInside MongoDB: the Internals of an Open-Source Database
Inside MongoDB: the Internals of an Open-Source DatabaseMike Dirolf
 
MongoDB Live Hacking
MongoDB Live HackingMongoDB Live Hacking
MongoDB Live HackingTobias Trelle
 
Ken 20150306 心得分享
Ken 20150306 心得分享Ken 20150306 心得分享
Ken 20150306 心得分享LearningTech
 
MySQL flexible schema and JSON for Internet of Things
MySQL flexible schema and JSON for Internet of ThingsMySQL flexible schema and JSON for Internet of Things
MySQL flexible schema and JSON for Internet of ThingsAlexander Rubin
 
Webinarserie: Einführung in MongoDB: “Back to Basics” - Teil 3 - Interaktion ...
Webinarserie: Einführung in MongoDB: “Back to Basics” - Teil 3 - Interaktion ...Webinarserie: Einführung in MongoDB: “Back to Basics” - Teil 3 - Interaktion ...
Webinarserie: Einführung in MongoDB: “Back to Basics” - Teil 3 - Interaktion ...MongoDB
 
Back to Basics Webinar 5: Introduction to the Aggregation Framework
Back to Basics Webinar 5: Introduction to the Aggregation FrameworkBack to Basics Webinar 5: Introduction to the Aggregation Framework
Back to Basics Webinar 5: Introduction to the Aggregation FrameworkMongoDB
 
Aggregation Framework in MongoDB Overview Part-1
Aggregation Framework in MongoDB Overview Part-1Aggregation Framework in MongoDB Overview Part-1
Aggregation Framework in MongoDB Overview Part-1Anuj Jain
 
MongoDB World 2016: Deciphering .explain() Output
MongoDB World 2016: Deciphering .explain() OutputMongoDB World 2016: Deciphering .explain() Output
MongoDB World 2016: Deciphering .explain() OutputMongoDB
 

What's hot (20)

Is HTML5 Ready? (workshop)
Is HTML5 Ready? (workshop)Is HTML5 Ready? (workshop)
Is HTML5 Ready? (workshop)
 
MongoDB Europe 2016 - Enabling the Internet of Things at Proximus - Belgium's...
MongoDB Europe 2016 - Enabling the Internet of Things at Proximus - Belgium's...MongoDB Europe 2016 - Enabling the Internet of Things at Proximus - Belgium's...
MongoDB Europe 2016 - Enabling the Internet of Things at Proximus - Belgium's...
 
Operational Intelligence with MongoDB Webinar
Operational Intelligence with MongoDB WebinarOperational Intelligence with MongoDB Webinar
Operational Intelligence with MongoDB Webinar
 
MongoDB dla administratora
MongoDB dla administratora MongoDB dla administratora
MongoDB dla administratora
 
MongoDB全機能解説2
MongoDB全機能解説2MongoDB全機能解説2
MongoDB全機能解説2
 
Mongodb debugging-performance-problems
Mongodb debugging-performance-problemsMongodb debugging-performance-problems
Mongodb debugging-performance-problems
 
MongoDB Analytics: Learn Aggregation by Example - Exploratory Analytics and V...
MongoDB Analytics: Learn Aggregation by Example - Exploratory Analytics and V...MongoDB Analytics: Learn Aggregation by Example - Exploratory Analytics and V...
MongoDB Analytics: Learn Aggregation by Example - Exploratory Analytics and V...
 
MongoDBで作るソーシャルデータ新解析基盤
MongoDBで作るソーシャルデータ新解析基盤MongoDBで作るソーシャルデータ新解析基盤
MongoDBで作るソーシャルデータ新解析基盤
 
Embracing the-power-of-refactor
Embracing the-power-of-refactorEmbracing the-power-of-refactor
Embracing the-power-of-refactor
 
How to leverage what's new in MongoDB 3.6
How to leverage what's new in MongoDB 3.6How to leverage what's new in MongoDB 3.6
How to leverage what's new in MongoDB 3.6
 
Inside MongoDB: the Internals of an Open-Source Database
Inside MongoDB: the Internals of an Open-Source DatabaseInside MongoDB: the Internals of an Open-Source Database
Inside MongoDB: the Internals of an Open-Source Database
 
Mongo db dla administratora
Mongo db dla administratoraMongo db dla administratora
Mongo db dla administratora
 
MongoDB Live Hacking
MongoDB Live HackingMongoDB Live Hacking
MongoDB Live Hacking
 
Ken 20150306 心得分享
Ken 20150306 心得分享Ken 20150306 心得分享
Ken 20150306 心得分享
 
MySQL flexible schema and JSON for Internet of Things
MySQL flexible schema and JSON for Internet of ThingsMySQL flexible schema and JSON for Internet of Things
MySQL flexible schema and JSON for Internet of Things
 
Webinarserie: Einführung in MongoDB: “Back to Basics” - Teil 3 - Interaktion ...
Webinarserie: Einführung in MongoDB: “Back to Basics” - Teil 3 - Interaktion ...Webinarserie: Einführung in MongoDB: “Back to Basics” - Teil 3 - Interaktion ...
Webinarserie: Einführung in MongoDB: “Back to Basics” - Teil 3 - Interaktion ...
 
Back to Basics Webinar 5: Introduction to the Aggregation Framework
Back to Basics Webinar 5: Introduction to the Aggregation FrameworkBack to Basics Webinar 5: Introduction to the Aggregation Framework
Back to Basics Webinar 5: Introduction to the Aggregation Framework
 
Aggregation Framework in MongoDB Overview Part-1
Aggregation Framework in MongoDB Overview Part-1Aggregation Framework in MongoDB Overview Part-1
Aggregation Framework in MongoDB Overview Part-1
 
Presto in Treasure Data
Presto in Treasure DataPresto in Treasure Data
Presto in Treasure Data
 
MongoDB World 2016: Deciphering .explain() Output
MongoDB World 2016: Deciphering .explain() OutputMongoDB World 2016: Deciphering .explain() Output
MongoDB World 2016: Deciphering .explain() Output
 

Viewers also liked

Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015distributed matters
 
Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup distributed matters
 
NoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre BittnerNoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre Bittnerdistributed matters
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices -  Michael HacksteinNoSQL meets Microservices -  Michael Hackstein
NoSQL meets Microservices - Michael Hacksteindistributed matters
 
Functional Operations - Susan Potter
Functional Operations - Susan PotterFunctional Operations - Susan Potter
Functional Operations - Susan Potterdistributed matters
 
Conflict Resolution
Conflict ResolutionConflict Resolution
Conflict ResolutionBill Taylor
 
Conflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark NadalConflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark Nadaldistributed matters
 
NoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin EsmannNoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin Esmanndistributed matters
 
What and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual GrallWhat and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual Gralldistributed matters
 
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik RüttimannCloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimanndistributed matters
 
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...distributed matters
 
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil CalcadoNo Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcadodistributed matters
 
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp KrennA tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenndistributed matters
 

Viewers also liked (14)

Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
Jepsen V - Kyle Kingsbury - Key Note distributed matters Berlin 2015
 
Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup Joins in a distributed world - Lucian Precup
Joins in a distributed world - Lucian Precup
 
Actors evolved- Rotem Hermon
Actors evolved- Rotem HermonActors evolved- Rotem Hermon
Actors evolved- Rotem Hermon
 
NoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre BittnerNoSQL in Financial Industry - Pierre Bittner
NoSQL in Financial Industry - Pierre Bittner
 
NoSQL meets Microservices - Michael Hackstein
NoSQL meets Microservices -  Michael HacksteinNoSQL meets Microservices -  Michael Hackstein
NoSQL meets Microservices - Michael Hackstein
 
Functional Operations - Susan Potter
Functional Operations - Susan PotterFunctional Operations - Susan Potter
Functional Operations - Susan Potter
 
Conflict Resolution
Conflict ResolutionConflict Resolution
Conflict Resolution
 
Conflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark NadalConflict resolution with guns - Mark Nadal
Conflict resolution with guns - Mark Nadal
 
NoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin EsmannNoSQL's biggest lie: SQL never went away - Martin Esmann
NoSQL's biggest lie: SQL never went away - Martin Esmann
 
What and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual GrallWhat and Why and How: Apache Drill ! - Tugdual Grall
What and Why and How: Apache Drill ! - Tugdual Grall
 
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik RüttimannCloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
Cloud Apps - Running Fully Distributed on Mobile Devices - Dominik Rüttimann
 
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...Replication and Synchronization Algorithms for Distributed Databases - Lena W...
Replication and Synchronization Algorithms for Distributed Databases - Lena W...
 
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil CalcadoNo Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
No Free Lunch, Indeed: Three Years of Microservices at SoundCloud - Phil Calcado
 
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp KrennA tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
A tale of queues — from ActiveMQ over Hazelcast to Disque - Philipp Krenn
 

Similar to NoSQL meets Microservices - Michael Hackstein

Data Management 3: Bulletproof Data Management
Data Management 3: Bulletproof Data ManagementData Management 3: Bulletproof Data Management
Data Management 3: Bulletproof Data ManagementMongoDB
 
Developing web-apps like it's 2013
Developing web-apps like it's 2013Developing web-apps like it's 2013
Developing web-apps like it's 2013Laurent_VB
 
node.js and the AR.Drone: building a real-time dashboard using socket.io
node.js and the AR.Drone: building a real-time dashboard using socket.ionode.js and the AR.Drone: building a real-time dashboard using socket.io
node.js and the AR.Drone: building a real-time dashboard using socket.ioSteven Beeckman
 
Monitoring Your ISP Using InfluxDB Cloud and Raspberry Pi
Monitoring Your ISP Using InfluxDB Cloud and Raspberry PiMonitoring Your ISP Using InfluxDB Cloud and Raspberry Pi
Monitoring Your ISP Using InfluxDB Cloud and Raspberry PiInfluxData
 
Micro app-framework - NodeLive Boston
Micro app-framework - NodeLive BostonMicro app-framework - NodeLive Boston
Micro app-framework - NodeLive BostonMichael Dawson
 
Data models in Angular 1 & 2
Data models in Angular 1 & 2Data models in Angular 1 & 2
Data models in Angular 1 & 2Adam Klein
 
mobl presentation @ IHomer
mobl presentation @ IHomermobl presentation @ IHomer
mobl presentation @ IHomerzefhemel
 
Map/Confused? A practical approach to Map/Reduce with MongoDB
Map/Confused? A practical approach to Map/Reduce with MongoDBMap/Confused? A practical approach to Map/Reduce with MongoDB
Map/Confused? A practical approach to Map/Reduce with MongoDBUwe Printz
 
Intravert Server side processing for Cassandra
Intravert Server side processing for CassandraIntravert Server side processing for Cassandra
Intravert Server side processing for CassandraEdward Capriolo
 
NYC* 2013 - "Advanced Data Processing: Beyond Queries and Slices"
NYC* 2013 - "Advanced Data Processing: Beyond Queries and Slices"NYC* 2013 - "Advanced Data Processing: Beyond Queries and Slices"
NYC* 2013 - "Advanced Data Processing: Beyond Queries and Slices"DataStax Academy
 
CouchDB on Android
CouchDB on AndroidCouchDB on Android
CouchDB on AndroidSven Haiges
 
Ajax for dummies, and not only.
Ajax for dummies, and not only.Ajax for dummies, and not only.
Ajax for dummies, and not only.Nerd Tzanetopoulos
 
Taking Web Apps Offline
Taking Web Apps OfflineTaking Web Apps Offline
Taking Web Apps OfflinePedro Morais
 
Designing REST API automation tests in Kotlin
Designing REST API automation tests in KotlinDesigning REST API automation tests in Kotlin
Designing REST API automation tests in KotlinDmitriy Sobko
 
Backbone.js — Introduction to client-side JavaScript MVC
Backbone.js — Introduction to client-side JavaScript MVCBackbone.js — Introduction to client-side JavaScript MVC
Backbone.js — Introduction to client-side JavaScript MVCpootsbook
 
SharePoint Conference 2018 - APIs, APIs everywhere!
SharePoint Conference 2018 - APIs, APIs everywhere!SharePoint Conference 2018 - APIs, APIs everywhere!
SharePoint Conference 2018 - APIs, APIs everywhere!Sébastien Levert
 
Javascript Everywhere From Nose To Tail
Javascript Everywhere From Nose To TailJavascript Everywhere From Nose To Tail
Javascript Everywhere From Nose To TailCliffano Subagio
 

Similar to NoSQL meets Microservices - Michael Hackstein (20)

Data Management 3: Bulletproof Data Management
Data Management 3: Bulletproof Data ManagementData Management 3: Bulletproof Data Management
Data Management 3: Bulletproof Data Management
 
Developing web-apps like it's 2013
Developing web-apps like it's 2013Developing web-apps like it's 2013
Developing web-apps like it's 2013
 
node.js and the AR.Drone: building a real-time dashboard using socket.io
node.js and the AR.Drone: building a real-time dashboard using socket.ionode.js and the AR.Drone: building a real-time dashboard using socket.io
node.js and the AR.Drone: building a real-time dashboard using socket.io
 
Monitoring Your ISP Using InfluxDB Cloud and Raspberry Pi
Monitoring Your ISP Using InfluxDB Cloud and Raspberry PiMonitoring Your ISP Using InfluxDB Cloud and Raspberry Pi
Monitoring Your ISP Using InfluxDB Cloud and Raspberry Pi
 
Micro app-framework - NodeLive Boston
Micro app-framework - NodeLive BostonMicro app-framework - NodeLive Boston
Micro app-framework - NodeLive Boston
 
Micro app-framework
Micro app-frameworkMicro app-framework
Micro app-framework
 
Data models in Angular 1 & 2
Data models in Angular 1 & 2Data models in Angular 1 & 2
Data models in Angular 1 & 2
 
mobl
moblmobl
mobl
 
mobl presentation @ IHomer
mobl presentation @ IHomermobl presentation @ IHomer
mobl presentation @ IHomer
 
Map/Confused? A practical approach to Map/Reduce with MongoDB
Map/Confused? A practical approach to Map/Reduce with MongoDBMap/Confused? A practical approach to Map/Reduce with MongoDB
Map/Confused? A practical approach to Map/Reduce with MongoDB
 
Intravert Server side processing for Cassandra
Intravert Server side processing for CassandraIntravert Server side processing for Cassandra
Intravert Server side processing for Cassandra
 
NYC* 2013 - "Advanced Data Processing: Beyond Queries and Slices"
NYC* 2013 - "Advanced Data Processing: Beyond Queries and Slices"NYC* 2013 - "Advanced Data Processing: Beyond Queries and Slices"
NYC* 2013 - "Advanced Data Processing: Beyond Queries and Slices"
 
CouchDB on Android
CouchDB on AndroidCouchDB on Android
CouchDB on Android
 
Ajax for dummies, and not only.
Ajax for dummies, and not only.Ajax for dummies, and not only.
Ajax for dummies, and not only.
 
Taking Web Apps Offline
Taking Web Apps OfflineTaking Web Apps Offline
Taking Web Apps Offline
 
Designing REST API automation tests in Kotlin
Designing REST API automation tests in KotlinDesigning REST API automation tests in Kotlin
Designing REST API automation tests in Kotlin
 
Backbone.js — Introduction to client-side JavaScript MVC
Backbone.js — Introduction to client-side JavaScript MVCBackbone.js — Introduction to client-side JavaScript MVC
Backbone.js — Introduction to client-side JavaScript MVC
 
SharePoint Conference 2018 - APIs, APIs everywhere!
SharePoint Conference 2018 - APIs, APIs everywhere!SharePoint Conference 2018 - APIs, APIs everywhere!
SharePoint Conference 2018 - APIs, APIs everywhere!
 
Javascript Everywhere From Nose To Tail
Javascript Everywhere From Nose To TailJavascript Everywhere From Nose To Tail
Javascript Everywhere From Nose To Tail
 
Drupal Mobile
Drupal MobileDrupal Mobile
Drupal Mobile
 

Recently uploaded

怎样办理伦敦大学毕业证(UoL毕业证书)成绩单学校原版复制
怎样办理伦敦大学毕业证(UoL毕业证书)成绩单学校原版复制怎样办理伦敦大学毕业证(UoL毕业证书)成绩单学校原版复制
怎样办理伦敦大学毕业证(UoL毕业证书)成绩单学校原版复制vexqp
 
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...nirzagarg
 
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制vexqp
 
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样wsppdmt
 
The-boAt-Story-Navigating-the-Waves-of-Innovation.pptx
The-boAt-Story-Navigating-the-Waves-of-Innovation.pptxThe-boAt-Story-Navigating-the-Waves-of-Innovation.pptx
The-boAt-Story-Navigating-the-Waves-of-Innovation.pptxVivek487417
 
Ranking and Scoring Exercises for Research
Ranking and Scoring Exercises for ResearchRanking and Scoring Exercises for Research
Ranking and Scoring Exercises for ResearchRajesh Mondal
 
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...nirzagarg
 
PLE-statistics document for primary schs
PLE-statistics document for primary schsPLE-statistics document for primary schs
PLE-statistics document for primary schscnajjemba
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Valters Lauzums
 
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样wsppdmt
 
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格q6pzkpark
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteedamy56318795
 
Reconciling Conflicting Data Curation Actions: Transparency Through Argument...
Reconciling Conflicting Data Curation Actions:  Transparency Through Argument...Reconciling Conflicting Data Curation Actions:  Transparency Through Argument...
Reconciling Conflicting Data Curation Actions: Transparency Through Argument...Bertram Ludäscher
 
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...nirzagarg
 
Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1ranjankumarbehera14
 
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...gajnagarg
 
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Klinik kandungan
 
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling ManjurJual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjurptikerjasaptiker
 
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With OrangePredicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With OrangeThinkInnovation
 

Recently uploaded (20)

怎样办理伦敦大学毕业证(UoL毕业证书)成绩单学校原版复制
怎样办理伦敦大学毕业证(UoL毕业证书)成绩单学校原版复制怎样办理伦敦大学毕业证(UoL毕业证书)成绩单学校原版复制
怎样办理伦敦大学毕业证(UoL毕业证书)成绩单学校原版复制
 
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
Top profile Call Girls In Satna [ 7014168258 ] Call Me For Genuine Models We ...
 
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
怎样办理伦敦大学城市学院毕业证(CITY毕业证书)成绩单学校原版复制
 
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
一比一原版(UCD毕业证书)加州大学戴维斯分校毕业证成绩单原件一模一样
 
The-boAt-Story-Navigating-the-Waves-of-Innovation.pptx
The-boAt-Story-Navigating-the-Waves-of-Innovation.pptxThe-boAt-Story-Navigating-the-Waves-of-Innovation.pptx
The-boAt-Story-Navigating-the-Waves-of-Innovation.pptx
 
Ranking and Scoring Exercises for Research
Ranking and Scoring Exercises for ResearchRanking and Scoring Exercises for Research
Ranking and Scoring Exercises for Research
 
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In Begusarai [ 7014168258 ] Call Me For Genuine Models...
 
PLE-statistics document for primary schs
PLE-statistics document for primary schsPLE-statistics document for primary schs
PLE-statistics document for primary schs
 
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
Digital Advertising Lecture for Advanced Digital & Social Media Strategy at U...
 
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
如何办理英国诺森比亚大学毕业证(NU毕业证书)成绩单原件一模一样
 
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
一比一原版(曼大毕业证书)曼尼托巴大学毕业证成绩单留信学历认证一手价格
 
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
5CL-ADBA,5cladba, Chinese supplier, safety is guaranteed
 
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get CytotecAbortion pills in Doha Qatar (+966572737505 ! Get Cytotec
Abortion pills in Doha Qatar (+966572737505 ! Get Cytotec
 
Reconciling Conflicting Data Curation Actions: Transparency Through Argument...
Reconciling Conflicting Data Curation Actions:  Transparency Through Argument...Reconciling Conflicting Data Curation Actions:  Transparency Through Argument...
Reconciling Conflicting Data Curation Actions: Transparency Through Argument...
 
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
Top profile Call Girls In Tumkur [ 7014168258 ] Call Me For Genuine Models We...
 
Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1Lecture_2_Deep_Learning_Overview-newone1
Lecture_2_Deep_Learning_Overview-newone1
 
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
Top profile Call Girls In bhavnagar [ 7014168258 ] Call Me For Genuine Models...
 
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
Jual obat aborsi Bandung ( 085657271886 ) Cytote pil telat bulan penggugur ka...
 
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling ManjurJual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
Jual Cytotec Asli Obat Aborsi No. 1 Paling Manjur
 
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With OrangePredicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
Predicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange
 

NoSQL meets Microservices - Michael Hackstein