SlideShare a Scribd company logo
1 of 50
Download to read offline
Introducing…
Step 1
db.coll.insert({
_id: 1,
name: "Todd",
ssn: "457-55-5462"
})
Step 2
doc = db.coll.find({
ssn: "457-55-5642"
})
Step 3
print (doc)
{
_id: 1
name: "Todd",
ssn: "457-55-5462"
}
Client Side Encryption
Encrypt before sending. Decrypt after receiving.
Client Side Encryption
Encrypt before sending. Decrypt after receiving.
db.coll.insert({
name: "Todd",
ssn: "457-55-5462"
})
{
insert: "coll",
documents: [{
name: "Todd",
ssn: BinData("a10x…", "06")
}]

}
You see: MongoDB sees:
Client Side Encryption
How does this differ from…?
•… encryption in-transit (TLS)
•… encryption at-rest (encrypted storage engine)
Client Disk
{ ssn: "457-55-5462" } { ssn: "457-55-5462" }
Attacker
Steal disk
Listen to traffic
MongoDB
send over socket
insert: { ssn: "457-55-5462" }
{ ok: 1 }
Malicious admin
db.coll.find()
Client Disk
send over socket:
insert: { ssn: "457-55-5462" }
write to disk
{ ssn: "457-55-5462" }
MongoDB
Boundary of unencrypted data
Client Disk
send over socket:
insert: { ssn: "457-55-5462" }
write to disk
<ciphertext>
MongoDB
Boundary of unencrypted data
Enabling encrypted storage engine
Client Disk
send over socket:
<ciphertext>
write to disk
<ciphertext>
MongoDB
Encrypted storage engine
+
TLS
Client Disk
send over socket:
insert: { ssn: <ciphertext> }
write to disk
{ ssn: <ciphertext> }
MongoDB
Client Side Encryption
But why?
But why?
Store private data in the public cloud.
But why?
Store private stuff in public storage.
Storage Unit
Store private data in the public cloud.
Key to Unit
Held by you and
management
Police
Comes with a warrant
But why?
Support GDPR right-to-be-forgotten.
What is possible?
db.coll.insert({
name: "Todd",
ssn: "457-55-5462"
})
{
insert: "coll",
documents: [{
name: "Todd",
ssn: BinData("a10x…", "06")
}]

}
You see: MongoDB sees:
Insert
What is possible?
db.coll.update({}, {
$set: { ssn: "457-55-5462" }
})
{
update: "coll",
updates: [{
q:{},
u: {
$set: { ssn: BinData("a10x…", "06") }
}
}]

}
You see: MongoDB sees:
Update that overwrites value
What is possible?
db.coll.aggregate([{
$project: { name_ssn: {$concat: [ "$name", " - ", "$ssn" ] } }
}]
Aggregate acting on the data
What is possible?
Find with equality query
* For deterministic encryption
db.coll.find({ssn: "457-55-5462" }) {
find: "coll",
filter: { ssn: BinData("a10x…", "06") }
}
You see: MongoDB sees:
What is possible?
Find with equality query
* For deterministic encryption
db.test.find(
{
$and: [
{
$or: [
{ ssn : { $in : [ "457-55-5462", "153-96-2097" ]} },
{ ssn: { $exists: false } }
]
},
{ name: "Todd" }
]
}
)
You see:
What is possible?
Find with equality query
* For deterministic encryption
MongoDB sees:
{
find: "coll",
filter: {
$and: [
{
$or: [
{ ssn : { $in : [ BinData("a10x…", "06"), BinData("8dk1…", "06") ]} },
{ ssn: { $exists: false } }
]
},
{ name: "Todd" }
]
}
}
But how does it work?
encrypted_client = MongoClient(client_side_encryption_opts=opts)
Curtain #1
The Key Vault
Storage Unit Key to Unit
Held by you and
management
Vault key
Held only by you
Vault
Storage Unit
Vault
Vault key
Held only by you
Unit key
Held by you and
management
Storage Unit
Vault keys
Held only by you
Unit key
Held by you and
management
Vault keys
Held only by you
Vault keys Key vault
Key vault key
Held only by you
Storage Unit
Key vault key
Held only by you
Unit key
Held by you and
management
Storage Unit
MongoDB
collection
Key Management
Service (KMS)
MongoDB
credentials
Encrypted
data keys
VaultUnit key Vault keys Key vault key
Encrypted
data
Key vault
MongoDB
key vault
collection
db.coll.insert({
name: "Todd",
ssn: "457-55-5462"
})
1. Get encrypted data key from key vault collection
2. Decrypt data key with KMS
3. Encrypt "457-55-5462" with decrypted keyMaterial
4. Send insert to MongoDB
Key Vault Collection
{
_id: <UUID>,
keyAltNames: <string[]>,
keyMaterial: <BinData>,
creationDate: <Date>,
updateDate: <Date>
masterKey: <Document>
}
keyAltNames are alternate string identifiers.keyAltNames are alternate string identifiers.
masterKey identifies the KMS key
keyMaterial is the data key (encrypted with KMS)
What if
… a data key is compromised?
Data is safe, the key can't be decrypted without KMS
What if
… malicious DB admin drops key vault?
Then you lose access.
MongoDB key vault can be on a separate cluster.
…but
Curtain #2
JSON Schema
JSON Schema
Describes JSON
{
bsonType: "object",
properties: {
a: {
bsonType: "int"
maximum: 10
}
b: { bsonType: "string" }
},
required: ["a", "b"]
}
{
a: 5,
b: "hi"
}
{
a: 11,
b: false
}
JSON Schema "encrypt"
{
bsonType: "object",
properties: {
ssn: {
encrypt: { … }
}
},
required: ["ssn"]
}
encrypt: {
keyId: <UUID[]> or <string>,
algorithm: <string>
bsonType: <string> or <string[]>
}
bsonType indicates the type of underlying data.
E.g. "string" or [ "string", "objectId" ]
algorithm indicates how to encrypt.
"AEAD_AES_256_CBC_HMAC_SHA_512-Random" or
AEAD_AES_256_CBC_HMAC_SHA_512-Deterministic"
keyId indicates the key used to encrypt.
UUID("E0A8…") or "/fieldName"
keyId
encrypt: {
bsonType: "string"
keyId: [ UUID(1) ]
algorithm: "AEAD…"
}
Schema
{
_id: UUID(1)
keyAltNames: [ "Todd" ]
keyMaterial: BinData("AQIC…")
}
Key Vault Document
keyId
encrypt: {
bsonType: "string"
keyId: "/name"
algorithm: "AEAD…"
}
Schema
{
_id: UUID(1)
keyAltNames: [ "Todd" ]
keyMaterial: BinData("AQIC…")
}
Key Vault Document
{
name: "Todd",
ssn: "457-55-5462"
}
Document to insert
algorithm
AEAD_AES_256_CBC_HMAC_SHA_512-Random
AEAD_AES_256_CBC_HMAC_SHA_512-Deterministic
Deterministic can satisfy equality queries.
Random is more secure.
bsonType
Only one type may be specified. Additional types are excluded:. "bool", "double",
"decimal128", "object", "array", "javascriptWithScope"
DETERMINISTIC restrictions
Single value types (undefined, null, minkey, maxkey) are prohibited.
Restrictions
Setting the JSON Schema
db.createCollection("coll", { validator: { $jsonSchema: … } } )
What if
… malicious DB admin sends you a bad schema?
Client is tricked into sending unencrypted data.
encryption_schema = {…}
client = MongoClient(schema_map={
"db.encrypted": encryption_schema
}, …)
Set it locally
Thanks

More Related Content

What's hot

Webinar: General Technical Overview of MongoDB for Dev Teams
Webinar: General Technical Overview of MongoDB for Dev TeamsWebinar: General Technical Overview of MongoDB for Dev Teams
Webinar: General Technical Overview of MongoDB for Dev TeamsMongoDB
 
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 Europe 2016 - Debugging MongoDB Performance
MongoDB Europe 2016 - Debugging MongoDB PerformanceMongoDB Europe 2016 - Debugging MongoDB Performance
MongoDB Europe 2016 - Debugging MongoDB PerformanceMongoDB
 
MongoDB San Francisco 2013: Hash-based Sharding in MongoDB 2.4 presented by B...
MongoDB San Francisco 2013: Hash-based Sharding in MongoDB 2.4 presented by B...MongoDB San Francisco 2013: Hash-based Sharding in MongoDB 2.4 presented by B...
MongoDB San Francisco 2013: Hash-based Sharding in MongoDB 2.4 presented by B...MongoDB
 
Building a Social Network with MongoDB
  Building a Social Network with MongoDB  Building a Social Network with MongoDB
Building a Social Network with MongoDBFred Chu
 
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
 
Back to Basics Webinar 3: Schema Design Thinking in Documents
 Back to Basics Webinar 3: Schema Design Thinking in Documents Back to Basics Webinar 3: Schema Design Thinking in Documents
Back to Basics Webinar 3: Schema Design Thinking in DocumentsMongoDB
 
Back to Basics: My First MongoDB Application
Back to Basics: My First MongoDB ApplicationBack to Basics: My First MongoDB Application
Back to Basics: My First MongoDB ApplicationMongoDB
 
Back to Basics Webinar 4: Advanced Indexing, Text and Geospatial Indexes
Back to Basics Webinar 4: Advanced Indexing, Text and Geospatial IndexesBack to Basics Webinar 4: Advanced Indexing, Text and Geospatial Indexes
Back to Basics Webinar 4: Advanced Indexing, Text and Geospatial IndexesMongoDB
 
はじめてのMongoDB
はじめてのMongoDBはじめてのMongoDB
はじめてのMongoDBTakahiro Inoue
 
Webinar: Back to Basics: Thinking in Documents
Webinar: Back to Basics: Thinking in DocumentsWebinar: Back to Basics: Thinking in Documents
Webinar: Back to Basics: Thinking in DocumentsMongoDB
 
Blockchain Technologies for Data Science
Blockchain Technologies for Data ScienceBlockchain Technologies for Data Science
Blockchain Technologies for Data ScienceBruno Gonçalves
 
MongoDB .local Munich 2019: Aggregation Pipeline Power++: How MongoDB 4.2 Pip...
MongoDB .local Munich 2019: Aggregation Pipeline Power++: How MongoDB 4.2 Pip...MongoDB .local Munich 2019: Aggregation Pipeline Power++: How MongoDB 4.2 Pip...
MongoDB .local Munich 2019: Aggregation Pipeline Power++: How MongoDB 4.2 Pip...MongoDB
 
Schema Design Best Practices with Buzz Moschetti
Schema Design Best Practices with Buzz MoschettiSchema Design Best Practices with Buzz Moschetti
Schema Design Best Practices with Buzz MoschettiMongoDB
 
Mongodb index 讀書心得
Mongodb index 讀書心得Mongodb index 讀書心得
Mongodb index 讀書心得cc liu
 
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
 

What's hot (19)

MongoDB
MongoDBMongoDB
MongoDB
 
Webinar: General Technical Overview of MongoDB for Dev Teams
Webinar: General Technical Overview of MongoDB for Dev TeamsWebinar: General Technical Overview of MongoDB for Dev Teams
Webinar: General Technical Overview of MongoDB for Dev Teams
 
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
 
MongoDB Europe 2016 - Debugging MongoDB Performance
MongoDB Europe 2016 - Debugging MongoDB PerformanceMongoDB Europe 2016 - Debugging MongoDB Performance
MongoDB Europe 2016 - Debugging MongoDB Performance
 
MongoDB San Francisco 2013: Hash-based Sharding in MongoDB 2.4 presented by B...
MongoDB San Francisco 2013: Hash-based Sharding in MongoDB 2.4 presented by B...MongoDB San Francisco 2013: Hash-based Sharding in MongoDB 2.4 presented by B...
MongoDB San Francisco 2013: Hash-based Sharding in MongoDB 2.4 presented by B...
 
Building a Social Network with MongoDB
  Building a Social Network with MongoDB  Building a Social Network with MongoDB
Building a Social Network with 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 Framework
 
Back to Basics Webinar 3: Schema Design Thinking in Documents
 Back to Basics Webinar 3: Schema Design Thinking in Documents Back to Basics Webinar 3: Schema Design Thinking in Documents
Back to Basics Webinar 3: Schema Design Thinking in Documents
 
Back to Basics: My First MongoDB Application
Back to Basics: My First MongoDB ApplicationBack to Basics: My First MongoDB Application
Back to Basics: My First MongoDB Application
 
Introduction to MongoDB
Introduction to MongoDBIntroduction to MongoDB
Introduction to MongoDB
 
Mongo db presentation
Mongo db presentationMongo db presentation
Mongo db presentation
 
Back to Basics Webinar 4: Advanced Indexing, Text and Geospatial Indexes
Back to Basics Webinar 4: Advanced Indexing, Text and Geospatial IndexesBack to Basics Webinar 4: Advanced Indexing, Text and Geospatial Indexes
Back to Basics Webinar 4: Advanced Indexing, Text and Geospatial Indexes
 
はじめてのMongoDB
はじめてのMongoDBはじめてのMongoDB
はじめてのMongoDB
 
Webinar: Back to Basics: Thinking in Documents
Webinar: Back to Basics: Thinking in DocumentsWebinar: Back to Basics: Thinking in Documents
Webinar: Back to Basics: Thinking in Documents
 
Blockchain Technologies for Data Science
Blockchain Technologies for Data ScienceBlockchain Technologies for Data Science
Blockchain Technologies for Data Science
 
MongoDB .local Munich 2019: Aggregation Pipeline Power++: How MongoDB 4.2 Pip...
MongoDB .local Munich 2019: Aggregation Pipeline Power++: How MongoDB 4.2 Pip...MongoDB .local Munich 2019: Aggregation Pipeline Power++: How MongoDB 4.2 Pip...
MongoDB .local Munich 2019: Aggregation Pipeline Power++: How MongoDB 4.2 Pip...
 
Schema Design Best Practices with Buzz Moschetti
Schema Design Best Practices with Buzz MoschettiSchema Design Best Practices with Buzz Moschetti
Schema Design Best Practices with Buzz Moschetti
 
Mongodb index 讀書心得
Mongodb index 讀書心得Mongodb index 讀書心得
Mongodb index 讀書心得
 
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 ...
 

Similar to MongoDB World 2019: Using Client Side Encryption in MongoDB 4.2 Link

MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2
MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2
MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2MongoDB
 
MongoDB .local London 2019: Using Client Side Encryption in MongoDB 4.2
MongoDB .local London 2019: Using Client Side Encryption in MongoDB 4.2MongoDB .local London 2019: Using Client Side Encryption in MongoDB 4.2
MongoDB .local London 2019: Using Client Side Encryption in MongoDB 4.2MongoDB
 
MongoD Essentials
MongoD EssentialsMongoD Essentials
MongoD Essentialszahid-mian
 
Peggy elasticsearch應用
Peggy elasticsearch應用Peggy elasticsearch應用
Peggy elasticsearch應用LearningTech
 
ENIB 2015-2016 - CAI Web - S01E01- MongoDB and NoSQL
ENIB 2015-2016 - CAI Web - S01E01- MongoDB and NoSQLENIB 2015-2016 - CAI Web - S01E01- MongoDB and NoSQL
ENIB 2015-2016 - CAI Web - S01E01- MongoDB and NoSQLHoracio Gonzalez
 
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
 
ENIB 2015 2016 - CAI Web S02E03 - Forge JS 2/4 - MongoDB and NoSQL
ENIB 2015 2016 - CAI Web S02E03 - Forge JS 2/4 - MongoDB and NoSQLENIB 2015 2016 - CAI Web S02E03 - Forge JS 2/4 - MongoDB and NoSQL
ENIB 2015 2016 - CAI Web S02E03 - Forge JS 2/4 - MongoDB and NoSQLHoracio Gonzalez
 
Working with the Web: 
Decoding JSON
Working with the Web: 
Decoding JSONWorking with the Web: 
Decoding JSON
Working with the Web: 
Decoding JSONSV.CO
 
Schema Design with MongoDB
Schema Design with MongoDBSchema Design with MongoDB
Schema Design with MongoDBrogerbodamer
 
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
 
MongoDB Aggregation
MongoDB Aggregation MongoDB Aggregation
MongoDB Aggregation Amit Ghosh
 
One BSON to Rule Them
One BSON to Rule ThemOne BSON to Rule Them
One BSON to Rule ThemDavid Golden
 
Online | MongoDB Atlas on GCP Workshop
Online | MongoDB Atlas on GCP Workshop Online | MongoDB Atlas on GCP Workshop
Online | MongoDB Atlas on GCP Workshop Natasha Wilson
 
NDC London 2013 - Mongo db for c# developers
NDC London 2013 - Mongo db for c# developersNDC London 2013 - Mongo db for c# developers
NDC London 2013 - Mongo db for c# developersSimon Elliston Ball
 
MongoDB Performance Tuning
MongoDB Performance TuningMongoDB Performance Tuning
MongoDB Performance TuningMongoDB
 
Elasticsearch in 15 Minutes
Elasticsearch in 15 MinutesElasticsearch in 15 Minutes
Elasticsearch in 15 MinutesKarel Minarik
 
San Francisco Java User Group
San Francisco Java User GroupSan Francisco Java User Group
San Francisco Java User Groupkchodorow
 
Running Production MongoDB Lightning Talk
Running Production MongoDB Lightning TalkRunning Production MongoDB Lightning Talk
Running Production MongoDB Lightning Talkchrisckchang
 
Mongo db basic installation
Mongo db basic installationMongo db basic installation
Mongo db basic installationKishor Parkhe
 

Similar to MongoDB World 2019: Using Client Side Encryption in MongoDB 4.2 Link (20)

MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2
MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2
MongoDB .local San Francisco 2020: Using Client Side Encryption in MongoDB 4.2
 
MongoDB .local London 2019: Using Client Side Encryption in MongoDB 4.2
MongoDB .local London 2019: Using Client Side Encryption in MongoDB 4.2MongoDB .local London 2019: Using Client Side Encryption in MongoDB 4.2
MongoDB .local London 2019: Using Client Side Encryption in MongoDB 4.2
 
MongoD Essentials
MongoD EssentialsMongoD Essentials
MongoD Essentials
 
Peggy elasticsearch應用
Peggy elasticsearch應用Peggy elasticsearch應用
Peggy elasticsearch應用
 
ENIB 2015-2016 - CAI Web - S01E01- MongoDB and NoSQL
ENIB 2015-2016 - CAI Web - S01E01- MongoDB and NoSQLENIB 2015-2016 - CAI Web - S01E01- MongoDB and NoSQL
ENIB 2015-2016 - CAI Web - S01E01- MongoDB and NoSQL
 
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
 
ENIB 2015 2016 - CAI Web S02E03 - Forge JS 2/4 - MongoDB and NoSQL
ENIB 2015 2016 - CAI Web S02E03 - Forge JS 2/4 - MongoDB and NoSQLENIB 2015 2016 - CAI Web S02E03 - Forge JS 2/4 - MongoDB and NoSQL
ENIB 2015 2016 - CAI Web S02E03 - Forge JS 2/4 - MongoDB and NoSQL
 
Working with the Web: 
Decoding JSON
Working with the Web: 
Decoding JSONWorking with the Web: 
Decoding JSON
Working with the Web: 
Decoding JSON
 
Schema Design with MongoDB
Schema Design with MongoDBSchema Design with MongoDB
Schema Design with MongoDB
 
Latinoware
LatinowareLatinoware
Latinoware
 
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
 
MongoDB Aggregation
MongoDB Aggregation MongoDB Aggregation
MongoDB Aggregation
 
One BSON to Rule Them
One BSON to Rule ThemOne BSON to Rule Them
One BSON to Rule Them
 
Online | MongoDB Atlas on GCP Workshop
Online | MongoDB Atlas on GCP Workshop Online | MongoDB Atlas on GCP Workshop
Online | MongoDB Atlas on GCP Workshop
 
NDC London 2013 - Mongo db for c# developers
NDC London 2013 - Mongo db for c# developersNDC London 2013 - Mongo db for c# developers
NDC London 2013 - Mongo db for c# developers
 
MongoDB Performance Tuning
MongoDB Performance TuningMongoDB Performance Tuning
MongoDB Performance Tuning
 
Elasticsearch in 15 Minutes
Elasticsearch in 15 MinutesElasticsearch in 15 Minutes
Elasticsearch in 15 Minutes
 
San Francisco Java User Group
San Francisco Java User GroupSan Francisco Java User Group
San Francisco Java User Group
 
Running Production MongoDB Lightning Talk
Running Production MongoDB Lightning TalkRunning Production MongoDB Lightning Talk
Running Production MongoDB Lightning Talk
 
Mongo db basic installation
Mongo db basic installationMongo db basic installation
Mongo db basic installation
 

More from MongoDB

MongoDB SoCal 2020: Migrate Anything* to MongoDB Atlas
MongoDB SoCal 2020: Migrate Anything* to MongoDB AtlasMongoDB SoCal 2020: Migrate Anything* to MongoDB Atlas
MongoDB SoCal 2020: Migrate Anything* to MongoDB AtlasMongoDB
 
MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!
MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!
MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!MongoDB
 
MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...
MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...
MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...MongoDB
 
MongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDB
MongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDBMongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDB
MongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDBMongoDB
 
MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...
MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...
MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...MongoDB
 
MongoDB SoCal 2020: Best Practices for Working with IoT and Time-series Data
MongoDB SoCal 2020: Best Practices for Working with IoT and Time-series DataMongoDB SoCal 2020: Best Practices for Working with IoT and Time-series Data
MongoDB SoCal 2020: Best Practices for Working with IoT and Time-series DataMongoDB
 
MongoDB SoCal 2020: MongoDB Atlas Jump Start
 MongoDB SoCal 2020: MongoDB Atlas Jump Start MongoDB SoCal 2020: MongoDB Atlas Jump Start
MongoDB SoCal 2020: MongoDB Atlas Jump StartMongoDB
 
MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]
MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]
MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]MongoDB
 
MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...
MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...
MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...MongoDB
 
MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!
MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!
MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!MongoDB
 
MongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your Mindset
MongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your MindsetMongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your Mindset
MongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your MindsetMongoDB
 
MongoDB .local San Francisco 2020: MongoDB Atlas Jumpstart
MongoDB .local San Francisco 2020: MongoDB Atlas JumpstartMongoDB .local San Francisco 2020: MongoDB Atlas Jumpstart
MongoDB .local San Francisco 2020: MongoDB Atlas JumpstartMongoDB
 
MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...
MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...
MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...MongoDB
 
MongoDB .local San Francisco 2020: Aggregation Pipeline Power++
MongoDB .local San Francisco 2020: Aggregation Pipeline Power++MongoDB .local San Francisco 2020: Aggregation Pipeline Power++
MongoDB .local San Francisco 2020: Aggregation Pipeline Power++MongoDB
 
MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...
MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...
MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...MongoDB
 
MongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep Dive
MongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep DiveMongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep Dive
MongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep DiveMongoDB
 
MongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & Golang
MongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & GolangMongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & Golang
MongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & GolangMongoDB
 
MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...
MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...
MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...MongoDB
 
MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...
MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...
MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...MongoDB
 
MongoDB .local Paris 2020: Les bonnes pratiques pour sécuriser MongoDB
MongoDB .local Paris 2020: Les bonnes pratiques pour sécuriser MongoDBMongoDB .local Paris 2020: Les bonnes pratiques pour sécuriser MongoDB
MongoDB .local Paris 2020: Les bonnes pratiques pour sécuriser MongoDBMongoDB
 

More from MongoDB (20)

MongoDB SoCal 2020: Migrate Anything* to MongoDB Atlas
MongoDB SoCal 2020: Migrate Anything* to MongoDB AtlasMongoDB SoCal 2020: Migrate Anything* to MongoDB Atlas
MongoDB SoCal 2020: Migrate Anything* to MongoDB Atlas
 
MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!
MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!
MongoDB SoCal 2020: Go on a Data Safari with MongoDB Charts!
 
MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...
MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...
MongoDB SoCal 2020: Using MongoDB Services in Kubernetes: Any Platform, Devel...
 
MongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDB
MongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDBMongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDB
MongoDB SoCal 2020: A Complete Methodology of Data Modeling for MongoDB
 
MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...
MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...
MongoDB SoCal 2020: From Pharmacist to Analyst: Leveraging MongoDB for Real-T...
 
MongoDB SoCal 2020: Best Practices for Working with IoT and Time-series Data
MongoDB SoCal 2020: Best Practices for Working with IoT and Time-series DataMongoDB SoCal 2020: Best Practices for Working with IoT and Time-series Data
MongoDB SoCal 2020: Best Practices for Working with IoT and Time-series Data
 
MongoDB SoCal 2020: MongoDB Atlas Jump Start
 MongoDB SoCal 2020: MongoDB Atlas Jump Start MongoDB SoCal 2020: MongoDB Atlas Jump Start
MongoDB SoCal 2020: MongoDB Atlas Jump Start
 
MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]
MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]
MongoDB .local San Francisco 2020: Powering the new age data demands [Infosys]
 
MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...
MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...
MongoDB .local San Francisco 2020: Using MongoDB Services in Kubernetes: any ...
 
MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!
MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!
MongoDB .local San Francisco 2020: Go on a Data Safari with MongoDB Charts!
 
MongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your Mindset
MongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your MindsetMongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your Mindset
MongoDB .local San Francisco 2020: From SQL to NoSQL -- Changing Your Mindset
 
MongoDB .local San Francisco 2020: MongoDB Atlas Jumpstart
MongoDB .local San Francisco 2020: MongoDB Atlas JumpstartMongoDB .local San Francisco 2020: MongoDB Atlas Jumpstart
MongoDB .local San Francisco 2020: MongoDB Atlas Jumpstart
 
MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...
MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...
MongoDB .local San Francisco 2020: Tips and Tricks++ for Querying and Indexin...
 
MongoDB .local San Francisco 2020: Aggregation Pipeline Power++
MongoDB .local San Francisco 2020: Aggregation Pipeline Power++MongoDB .local San Francisco 2020: Aggregation Pipeline Power++
MongoDB .local San Francisco 2020: Aggregation Pipeline Power++
 
MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...
MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...
MongoDB .local San Francisco 2020: A Complete Methodology of Data Modeling fo...
 
MongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep Dive
MongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep DiveMongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep Dive
MongoDB .local San Francisco 2020: MongoDB Atlas Data Lake Technical Deep Dive
 
MongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & Golang
MongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & GolangMongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & Golang
MongoDB .local San Francisco 2020: Developing Alexa Skills with MongoDB & Golang
 
MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...
MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...
MongoDB .local Paris 2020: Realm : l'ingrédient secret pour de meilleures app...
 
MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...
MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...
MongoDB .local Paris 2020: Upply @MongoDB : Upply : Quand le Machine Learning...
 
MongoDB .local Paris 2020: Les bonnes pratiques pour sécuriser MongoDB
MongoDB .local Paris 2020: Les bonnes pratiques pour sécuriser MongoDBMongoDB .local Paris 2020: Les bonnes pratiques pour sécuriser MongoDB
MongoDB .local Paris 2020: Les bonnes pratiques pour sécuriser MongoDB
 

Recently uploaded

Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024Scott Keck-Warren
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxnull - The Open Security Community
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024BookNet Canada
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Wonjun Hwang
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticscarlostorres15106
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr LapshynFwdays
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Mattias Andersson
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...shyamraj55
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machinePadma Pradeep
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationSafe Software
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 3652toLead Limited
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptxLBM Solutions
 

Recently uploaded (20)

Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024SQL Database Design For Developers at php[tek] 2024
SQL Database Design For Developers at php[tek] 2024
 
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort ServiceHot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
Hot Sexy call girls in Panjabi Bagh 🔝 9953056974 🔝 Delhi escort Service
 
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptxMaking_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
Making_way_through_DLL_hollowing_inspite_of_CFG_by_Debjeet Banerjee.pptx
 
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
#StandardsGoals for 2024: What’s new for BISAC - Tech Forum 2024
 
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
Bun (KitWorks Team Study 노별마루 발표 2024.4.22)
 
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmaticsKotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
Kotlin Multiplatform & Compose Multiplatform - Starter kit for pragmatics
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
 
Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?Are Multi-Cloud and Serverless Good or Bad?
Are Multi-Cloud and Serverless Good or Bad?
 
Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
Automating Business Process via MuleSoft Composer | Bangalore MuleSoft Meetup...
 
Install Stable Diffusion in windows machine
Install Stable Diffusion in windows machineInstall Stable Diffusion in windows machine
Install Stable Diffusion in windows machine
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry InnovationBeyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
Beyond Boundaries: Leveraging No-Code Solutions for Industry Innovation
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
Tech-Forward - Achieving Business Readiness For Copilot in Microsoft 365
 
Key Features Of Token Development (1).pptx
Key  Features Of Token  Development (1).pptxKey  Features Of Token  Development (1).pptx
Key Features Of Token Development (1).pptx
 

MongoDB World 2019: Using Client Side Encryption in MongoDB 4.2 Link