[第2回 Azure Cosmos DB 勉強会] Data modelling and partitioning in Azure Cosmos DB (Azure Cosmos DB でのデータモデリングとパーティション分割)

We're building a storage engine for MongoDB that provides encryption at rest. When we first set out to do this, the questions were many: how do you protect database encryption keys in a distributed environment, where all the code is open source? Can you optimize performance despite the extra steps of encryption and decryption? And most importantly, how do you make the protection mechanisms easy-to-use yet secure? This talk covers the requirements we gathered, the issues we faced, and the design decisions we made. It is aimed at those interested in security, storage engines, and the engineering process.

https://satonaoki.wordpress.com/2020/09/13/jcdug-cosmos-db-data-modeling/

Software

Data modelling and partitioning in Azure
Cosmos DB
(Azure Cosmos DB でのデータモデリングとパーティション分割)

What is Azure Cosmos DB?
Non-relational and horizontally scalable

What is Azure Cosmos DB?
horizontally scalable

So is Azure Cosmos DB suitable for relational
workloads?

Identifying the operations we have to serve

Now let's implement this model on Azure Cosmos DB!

What is partitioning?
logical partitions

What is partitioning?
Andrew
Theo
Mark
TimDeborah Luis

What is partitioning?
Max size: 20 GB
Max size: 2 MB

What is partitioning?
Andrew TheoMarkTimDeborah Luis
SELECT * FROM c WHERE c.username = 'Mark'
our partition key

What is partitioning?
Andrew TheoMarkTimDeborah Luis
SELECT * FROM c WHERE c.favoriteColor = 'orange'
?

Choosing a partition key for customers
customers
PK: ?

Choosing a partition key for customers
customers
PK: id

Product categories
productCategories
PK: ?

Product categories
productCategories
PK: ?
SELECT * FROM c

Product categories
productCategories
PK: type

Products
products
PK: ?
CategoryA CategoryCCategoryB
SELECT * FROM c WHERE c.categoryId = 'CategoryA'

Products
products
PK: categoryId
category name?
tag names?

Products: how to return category and tag names?
products
SELECT * FROM c WHERE c.categoryId = 'CategoryA'
productCategories
SELECT c.name FROM c WHERE c.id = 'CategoryA'
productTags
SELECT * FROM c
WHERE c.id IN ('<tagId1>', '<tagId2>', '<tagId3>')

Products: denormalizing category and tag names
products
PK: categoryId

Products: keeping everything in sync
productCategories
productTags
products

Sales orders
salesOrders
PK: ?
CustomerA CustomerCCustomerB
SELECT * FROM c WHERE c.customerId = 'CustomerA'

Sales orders
salesOrders
PK: customerId
customers
PK: id

Sales orders: mixing with customers
customers
PK: id

Sales orders: mixing with customers
customers
PK: customerId

Sales orders: mixing with customers
CustomerA
CustomerC
CustomerB
customer sales orders
customers
PK: customerId

Sales orders
customers
PK: customerId
SELECT * FROM c WHERE c.customerId = 'CustomerA'
AND c.type = 'salesOrder'

Denormalizing the count of sales orders per customer

Denormalizing the count of sales orders per customer
CustomerA
CustomerC
CustomerB
customer sales orders
customers
PK: customerId

Denormalizing the count of sales orders per customer
CustomerA
CustomerC
CustomerB
update the customer add a sales order
customers
PK: customerId

Denormalizing the count of sales orders per customer
CustomerA
CustomerC
CustomerB
update the customer add a sales order

Sales orders
customers
PK: customerId
SELECT * FROM c WHERE c.type = 'customer'
ORDER BY c.salesOrderCount DESC

Our final design
customers
PK: customerId
productCategories
PK: type
productTags
PK: type
products
PK: categoryId

Our final design, optimized!
customers
PK: customerId
productMeta
PK: type
products
PK: categoryId

Going further
https://docs.microsoft.com/azure/cosmos-db/modeling-data
https://docs.microsoft.com/azure/cosmos-db/how-to-model-partition-example
https://devblogs.microsoft.com/cosmosdb/data-modeling-and-partitioning-for-relational-workloads/
https://github.com/AzureCosmosDB/labs/blob/master/readme.md
https://github.com/AzureCosmosDB/labs/blob/master/decks/Data-Modeling.pptx

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We specialize in Psychic Readings, Psychic Love Spells, Binding Love Spells, Obsession Spells, Voodoo Spells, Lottery Spells, Marriage Spells, Black Magic Spells, Palm Readings & much more. Are you depressed? We perform this come-to-me love spell that works instantly with the aim of Winnipeg back the victim to the person performing the magic. Have you lost your lover? We perform this come-to-me love spell that works instantly with the aim of bringing back the victim to the person performing the magic. Have you lost your lover? Do u need to solve any relationship problem? Contact the powerful spells caster chief kule with love spells that work overnight and love spells that really work. Have you found yourself infatuated with a special someone you think could be the one? Are you looking for a spell to provide them with a nudge in the right direction? Or maybe the spell you cast didn’t achieve the results you were hoping for? Whether you’re new or versed in the ways of spell casting, we’re here to help. Today we’re going to provide you with a detailed guide on the types of love spells to cast. Not only that but there’s something for those who wish to find outside advice from more advanced spell casters. We’re also going to provide you with the top sites available to help you with your dilemma. Let’s begin our journey by educating ourselves on love magic and what a real love caster looks like. Love Magic and Love Casters Love magic made its first appearance back in Ancient Egypt and has been an active practice since. This type of magic is a branch of traditional magic and can be practiced in various ways. Typically the more common use of love magic is through the work of spells, but other methods look like Charms Rituals-LOVE Potions-Dolls and even Amulets If you are interested in becoming a love caster, be prepared for what’s to come. A genuine love caster knows that the art of love casting is no easy feat and shouldn’t be done casually. You should know that not only does it require you to be gifted spiritually, but you must be ready to serve others. Someone who is considered a real love caster has experience in all manner of spells, no matter the difficulty. Training yourself in attraction, commitment, and marriage spells is an excellent place to start. But this by no means will make you a professional. Practice your craft and expand your knowledge; understand that you will possess the ability to help others in time truly. Types of Love Spells What better way to start broadening your experiences with love spells than by learning more about them? These spells work like just about any other spell. Simply apply your intention, use a medium (sigils, mantras, candles, or charm bags), and top it off with establishing the belief that you will receive what you want. So what kind of spells are available and which ones suit your needs the best? Let’s take a look at the many options you have at your disposal. Attraction Spells

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