Cosmos DB Connector for SSAS
In this article you will learn how to integrate Using Cosmos DB Connector you will be able to connect, read, and write data from within SSAS. Follow the steps below to see how we would accomplish that. The driver mentioned above is part of ODBC PowerPack which is a collection of high-performance Drivers for various API data source (i.e. REST API, JSON, XML, CSV, Amazon S3 and many more). Using familiar SQL query language you can make live connections and read/write data from API sources or JSON / XML / CSV Files inside SQL Server (T-SQL) or your favorite Reporting (i.e. Power BI, Tableau, Qlik, SSRS, MicroStrategy, Excel, MS Access), ETL Tools (i.e. Informatica, Talend, Pentaho, SSIS). You can also call our drivers from programming languages such as JAVA, C#, Python, PowerShell etc. If you are new to ODBC and ZappySys ODBC PowerPack then check the following links to get started. |
Connect to Cosmos DB in other apps
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Create Data Source in ZappySys Data Gateway based on API Driver
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Download and install ZappySys ODBC PowerPack.
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Search for gateway in start menu and Open ZappySys Data Gateway:
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Go to Users Tab to add our first Gateway user. Click Add; we will give it a name tdsuser and enter password you like to give. Check Admin option and click OK to save. We will use these details later when we create linked server:
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Now we are ready to add a data source. Click Add, give data source a name (Copy this name somewhere, we will need it later) and then select Native - ZappySys API Driver. Finally, click OK. And it will create the Data Set for it and open the ZS driver UI.
CosmosDbDSN
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When the Configuration window appears give your data source a name if you haven't done that already, then select "Cosmos DB" from the list of Popular Connectors. If "Cosmos DB" is not present in the list, then click "Search Online" and download it. Then set the path to the location where you downloaded it. Finally, click Continue >> to proceed with configuring the DSN:
CosmosDbDSNCosmos DB -
Now it's time to configure the Connection Manager. Select Authentication Type, e.g. Token Authentication. Then select API Base URL (in most cases, the default one is the right one). More info is available in the Authentication section.
Steps to get Cosmos DB Credentials : ApiKey [Http]
Connecting to your Azure Cosmos DB data requires you to authenticate your REST API access. Follow the instructions below:- Go to your Azure portal homepage: https://portal.azure.com/
- In the search bar at the top of the homepage, enter Azure Cosmos DB. In the dropdown that appears, select Azure Cosmos DB.
- Click on the name of the database account you want to connect to. (Also copy and paste the name of the database account for later use.)
- On the next page where you can see all of the database account information, look along the left side and select Keys.
- On the Keys page, you will have two tabs: Read-write Keys and Read-only Keys. If you are going to write data to your database, you need to remain on the Read-write Keys tab. If you are only going to read data from your database, you should select the Read-only Keys tab.
- On the Keys page, copy the PRIMARY KEY value and paste it somewhere for later use. (The SECONDARY KEY value may also be copied and pasted instead of PRIMARY KEY.)
- Back at the connector screen, enter the primary or secondary key you recorded in step 6 into the Primary or Secondary Key field.
- Enter the database account you recorded in step 3 into the Database Account field.
- Enter or select the default database you want to connect to using the Defualt Database field.
- Enter or select the default table (i.e. container/collection) you want to connect to using the Default Table (Container/Collection) field.
- Select the Test Connection button at the bottom of the window to verify proper connectivity with your Azure Devops account.
- If the connection test succeeds, select OK.
Fill in all required parameters and set optional parameters if needed:
CosmosDbDSNCosmos DBApiKey [Http]https://[$Account$].documents.azure.comRequired Parameters Primary or Secondary Key Fill in the parameter... Account Name (Case-Sensitive) Fill in the parameter... Database Name (keep blank to use default) Case-Sensitive Fill in the parameter... API Version Fill in the parameter... Optional Parameters Default Table (needed to invoke #DirectSQL) Fill in the parameter... -
Once the data source has been configured, you can preview data. Select the Preview tab and use settings similar to the following to preview data:
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Click OK to finish creating the data source.
Read Cosmos DB data in SSAS cube
With the data source created in the Data Gateway (previous step), we're now ready to read Cosmos DB data in an SSAS cube. Before we dive in, open Visual Studio and create a new Analysis Services project. Then, you're all set!
Create data source based on ZappySys Data Gateway
Let's start by creating a data source for a cube, based on the Data Gateway's data source we created earlier. So, what are we waiting for? Let's do it!
- Create a new data source:
- Once a window opens, select Create a data source based on an existing or new connection option and click New...:
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Here things become a little complicated, but do not despair, it's only for a little while.
Just perform these little steps:
- Select Native OLE DB\SQL Server Native Client 11.0 as provider.
- Enter your Server name (or IP address) and Port, separated by a comma.
- Select SQL Server Authentication option for authentication.
- Input User name which has admin permissions in the ZappySys Data Gateway.
- In Database name field enter the same data source name you use in the ZappySys Data Gateway.
- Hopefully, our hard work is done, when we Test Connection.
CosmosDbDSNCosmosDbDSNIf SQL Server Native Client 11.0 is not listed as Native OLE DB provider, try using these:- Microsoft OLE DB Driver for SQL Server
- Microsoft OLE DB Provider for SQL Server
- Indeed, life is easy again:
Add data source view
We have data source in place, it's now time to add a data source view. Let's not waste a single second and get on to it!
- Start by right-clicking on Data Source Views and then choosing New Data Source View...:
- Select the previously created data source and click Next:
- Ignore the Name Matching window and click Next.
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Add the tables you will use in your SSAS cube:
For cube dimensions, consider creating a Virtual Table in the Data Gateway's data source. Use the
DISTINCT
keyword in theSELECT
statement to get unique values from the facts table, like this:SELECT DISTINCT Country FROM Customers
For demonstration purposes we are using sample tables which may not be available in Cosmos DB. - Review your data source view and click Finish:
- Add the missing table relationships and you're done!
Create cube
We have a data source view ready to be used by our cube. Let's create one!
- Start by right-clicking on Cubes and selecting New Cube... menu item:
- Select tables you will use for the measures:
- And then select the measures themselves:
- Don't stop and select the dimensions too:
- Move along and click Finish before the final steps:
- Review your cube before processing it:
- It's time for the grand finale! Hit Process... to create the cube:
- A splendid success!
Execute MDX query
The cube is created and processed. It's time to reap what we sow! Just execute an MDX query and get Cosmos DB data in your SSAS cube:
Advanced topics
Create Custom Stored Procedure in ZappySys Driver
You can create procedures to encapsulate custom logic and then only pass handful parameters rather than long SQL to execute your API call.
Steps to create Custom Stored Procedure in ZappySys Driver. You can insert Placeholders anywhere inside Procedure Body. Read more about placeholders here
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Go to Custom Objects Tab and Click on Add button and Select Add Procedure:
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Enter the desired Procedure name and click on OK:
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Select the created Stored Procedure and write the your desired stored procedure and Save it and it will create the custom stored procedure in the ZappySys Driver:
Here is an example stored procedure for ZappySys Driver. You can insert Placeholders anywhere inside Procedure Body. Read more about placeholders here
CREATE PROCEDURE [usp_get_orders] @fromdate = '<<yyyy-MM-dd,FUN_TODAY>>' AS SELECT * FROM Orders where OrderDate >= '<@fromdate>';
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That's it now go to Preview Tab and Execute your Stored Procedure using Exec Command. In this example it will extract the orders from the date 1996-01-01:
Exec usp_get_orders '1996-01-01';
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Let's generate the SQL Server Query Code to make the API call using stored procedure. Go to Code Generator Tab, select language as SQL Server and click on Generate button the generate the code.
As we already created the linked server for this Data Source, in that you just need to copy the Select Query and need to use the linked server name which we have apply on the place of [MY_API_SERVICE] placeholder.
SELECT * FROM OPENQUERY([MY_API_SERVICE], 'EXEC usp_get_orders @fromdate=''1996-07-30''')
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Now go to SQL served and execute that query and it will make the API call using stored procedure and provide you the response.
Create Custom Virtual Table in ZappySys Driver
ZappySys API Drivers support flexible Query language so you can override Default Properties you configured on Data Source such as URL, Body. This way you don't have to create multiple Data Sources if you like to read data from multiple EndPoints. However not every application support supplying custom SQL to driver so you can only select Table from list returned from driver.
If you're dealing with Microsoft Access and need to import data from an SQL query, it's important to note that Access doesn't allow direct import of SQL queries. Instead, you can create custom objects (Virtual Tables) to handle the import process.
Many applications like MS Access, Informatica Designer wont give you option to specify custom SQL when you import Objects. In such case Virtual Table is very useful. You can create many Virtual Tables on the same Data Source (e.g. If you have 50 URLs with slight variations you can create virtual tables with just URL as Parameter setting.
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Go to Custom Objects Tab and Click on Add button and Select Add Table:
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Enter the desired Table name and click on OK:
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And it will open the New Query Window Click on Cancel to close that window and go to Custom Objects Tab.
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Select the created table, Select Text Type AS SQL and write the your desired SQL Query and Save it and it will create the custom table in the ZappySys Driver:
Here is an example SQL query for ZappySys Driver. You can insert Placeholders also. Read more about placeholders here
SELECT "ShipCountry", "OrderID", "CustomerID", "EmployeeID", "OrderDate", "RequiredDate", "ShippedDate", "ShipVia", "Freight", "ShipName", "ShipAddress", "ShipCity", "ShipRegion", "ShipPostalCode" FROM "Orders" Where "ShipCountry"='USA'
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That's it now go to Preview Tab and Execute your custom virtual table query. In this example it will extract the orders for the USA Shipping Country only:
SELECT * FROM "vt__usa_orders_only"
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Let's generate the SQL Server Query Code to make the API call using stored procedure. Go to Code Generator Tab, select language as SQL Server and click on Generate button the generate the code.
As we already created the linked server for this Data Source, in that you just need to copy the Select Query and need to use the linked server name which we have apply on the place of [MY_API_SERVICE] placeholder.
SELECT * FROM OPENQUERY([MY_API_SERVICE], 'EXEC [usp_get_orders] ''1996-01-01''')
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Now go to SQL served and execute that query and it will make the API call using stored procedure and provide you the response.
Actions supported by Cosmos DB Connector
Cosmos DB Connector support following actions for REST API integration. If some actions are not listed below then you can easily edit Connector file and enhance out of the box functionality.Parameter | Description |
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Database Name (keep blank to use default) Case-Sensitive |
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Parameter | Description |
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Database Name (keep blank to use default) Case-Sensitive |
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Parameter | Description |
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Table Name (Case-Sensitive) |
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Database Name (keep blank to use default) Case-Sensitive |
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Parameter | Description |
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Table Name (Case-Sensitive) |
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Database Name (keep blank to use default) Case-Sensitive |
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Parameter | Description | ||||||
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Table Name (Case-Sensitive) |
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SQL Query |
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Database Name (keep blank to use default) Case-Sensitive |
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Allow Query Scan |
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Allow Cross Partition Query |
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Cross Partition Key Range Id |
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Parameter | Description |
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Table Name (Case-Sensitive) |
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Database Name (keep blank to use default) Case-Sensitive |
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Parameter | Description | ||||||||||
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Document Id |
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Table Name (Case-Sensitive) |
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Database Name (keep blank to use default) Case-Sensitive |
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EnableCrossPartition |
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Partition Key Value (default is supplied Id) |
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ConsistencyLevel |
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Parameter | Description | ||||||||
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Document Id |
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Table Name (Case-Sensitive) |
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Database Name (keep blank to use default) Case-Sensitive |
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EnableCrossPartition |
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Partition Key Value (default is supplied Id) |
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Parameter | Description |
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Database Name (keep blank to use default) Case-Sensitive |
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Parameter | Description |
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User Name (Case-Sensitive) |
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Database Name (keep blank to use default) Case-Sensitive |
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Parameter | Description |
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Database Name (keep blank to use default) Case-Sensitive |
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RequestBody |
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Parameter | Description |
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Upsert |
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Parameter | Description | ||||||||||
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Permission Name (e.g. read_orders) |
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Database Name (keep blank to use default) Case-Sensitive |
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User Name (Case-Sensitive) |
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PermissionMode |
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Table (Add Permission for this) |
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ExpiresInSecond |
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Parameter | Description |
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Url |
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Body |
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IsMultiPart |
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Filter |
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Headers |
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Cosmos DB Connector Examples for SSAS Connection
This page offers a collection of SQL examples designed for seamless integration with the ZappySys API ODBC Driver under ODBC Data Source (36/64) or ZappySys Data Gateway, enhancing your ability to connect and interact with Prebuilt Connectors effectively.
Query using Cosmos DB (Using Default Table) [Read more...]
Lists all containers from the default database specified (Specified for the connection settings). Check this URL for more information on query syntax: https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/query/select
#DirectSQL SELECT * FROM root where root.id !=null order by root._ts desc
Read all documents for a collection in Cosmos DB [Read more...]
Read all documents for a collection in Cosmos DB.
SELECT * FROM TestContainer
Read a document by Id from a collection in Cosmos DB [Read more...]
Read a single document by Id from a collection in Cosmos DB.
SELECT * FROM TestContainer Where Id='user2'
Query Documents from Cosmos DB Table (Container) using SQL [Read more...]
Lists all users Cosmos DB Database
SELECT *
FROM query_documents
WITH(
-- Database='TestDB', --if you dont supply connection level Default Database name is used
Table='TestContainer',
Query='select * from root Where root.id!=null order by root._ts desc',
Meta='id:string(50);name:string(50);city;age'
--Meta='id; name; city; age' -- no types at all. Default is string(2000)
--Meta='id; name:string(50); city; age: int' --Mixed types. If type is missing default string(2000) used
--check below URL for more information on Qyery Language Syntax
--https://learn.microsoft.com/en-us/azure/cosmos-db/nosql/query/select
)
Create a new document with Partition Key supplied [Read more...]
Loads a new document into specified container with partition key. If you created container with Partition Key requirement then must supply it. Partition Key must be valid value from Document Attribute used as Partition Key.
INSERT INTO TestContainer (PartitionKey, Document)
VALUES(
'["user2"]', --partition key value must match its attribute from document else it will throw error. In this example container PartitionKey is /id so we used its value. For multiple key use JSON array ["val1","val2"]
'{
"id": "user2",
"name": "John Doe",
"email": "jdoe@contoso.com",
"phone": ["12345"],
"level": "platinum"
}'
)
WITH(Upsert='true')
Create a new document from a file path (Upload from local disk file) [Read more...]
Loads a new document into specified container from local file path. File path must start with @ symbol
INSERT INTO TestContainer (PartitionKey, Document)
VALUES(
'["user2"]', --partition key value must match its attribute from document else it will throw error. In this example container PartitionKey is /id so we used its value. For multiple key use JSON array ["val1","val2"]
'@c:\data\order.json' --path must start with @ symbol
)
WITH(Upsert='true', IsMultiPart=1)
Upsert a document (Insert or Update if exists) [Read more...]
Upsert a document (Update if id exists else create new one).
INSERT INTO TestContainer (PartitionKey, Document)
VALUES(
'["user2"]', --partition key value must match its attribute from document else it will throw error. In this example container PartitionKey is /id so we used its value. For multiple key use JSON array ["val1","val2"]
'{
"id": "user2",
"name": "John Doe",
"email": "jdoe@contoso.com",
"phone": ["12345"],
"level": "platinum"
}')
WITH(Upsert='true')
Upsert a document (Insert or Update if exists) - Use UPSERT Keyword rather than WITH option [Read more...]
Upsert a document (Update if id exists else create new one). This one uses UPSERT KEY word slight simpler syntax becuase you dont need WITH clause like INSERT... WITH(UPSERT='true') example.
UPSERT INTO TestContainer (PartitionKey, Document)
VALUES(
'["user2"]', --partition key value must match its attribute from document else it will throw error. In this example container PartitionKey is /id so we used its value. For multiple key use JSON array ["val1","val2"]
'{
"id": "user2",
"name": "John Doe",
"email": "jdoe@contoso.com",
"phone": ["12345"],
"level": "platinum"
}')
Update (replace) a document (By default Full replace) [Read more...]
Update a document for a specified Document Id.
UPDATE TestContainer
SET
PartitionKey='["user2"]'
,Document=
'{
"id" : "user2",
"name": "John Doe at <<FUN_NOW>>",
"email": "jdoe@contoso.com",
"phone": ["<<FUN_TODAY>>"],
"level": "platinum"
}'
Where Id='user2'
Partial Update a document (Patch) [Read more...]
Update one or more attributes in a document using PATCH method for a specified Document Id.
UPDATE TestContainer
SET
PartitionKey='["user2"]'
,Document=
'{
"operations": [
{ "op": "set", "path": "/name", "value": "updated name" }
,{ "op": "set", "path": "/email", "value": "updated@email.com" }
]
}'
Where Id='user2'
WITH(
RequestMethod='PATCH' --Partial Replace (change name and email only)
)
/*
Example Document Operations
https://learn.microsoft.com/en-us/azure/cosmos-db/partial-document-update
https://learn.microsoft.com/en-us/rest/api/cosmos-db/patch-a-document
[
{ "op": "add", "path": "/color", "value": "silver" },
{ "op": "remove", "path": "/used" },
{ "op": "set", "path": "/price", "value": 355.45 }
{ "op": "incr", "path": "/inventory/quantity", "value": 10 },
{ "op": "add", "path": "/tags/-", "value": "featured-bikes" },
{ "op": "move", "from": "/color", "path": "/inventory/color" }
]
*/
Partial Update a document (Patch) from a file path (Upload from local disk file) [Read more...]
Update one or more attributes in a document using PATCH method for a specified Document Id read operations from local disk file.
UPDATE TestContainer
SET
PartitionKey='["user2"]'
,Document='@c:\temp\b.txt' --path must start with @ symbol
Where Id='user2'
WITH(
RequestMethod='PATCH' --Partial Replace (change name and email only)
,IsMultiPart=1 --this enables file upload
)
/*
Example Document Operations
https://learn.microsoft.com/en-us/azure/cosmos-db/partial-document-update
https://learn.microsoft.com/en-us/rest/api/cosmos-db/patch-a-document
[
{ "op": "add", "path": "/color", "value": "silver" },
{ "op": "remove", "path": "/used" },
{ "op": "set", "path": "/price", "value": 355.45 }
{ "op": "incr", "path": "/inventory/quantity", "value": 10 },
{ "op": "add", "path": "/tags/-", "value": "featured-bikes" },
{ "op": "move", "from": "/color", "path": "/inventory/color" }
]
*/
List Databases [Read more...]
Lists all databases for specified Cosmos DB Account
SELECT * FROM SysDatabases
List Tables (i.e. Containers) [Read more...]
Lists all containers from the default database specified (Specified for the connection settings)
SELECT * FROM SysTables
List Tables (i.e. Containers) for a specific database [Read more...]
Lists all containers from the specified Database
SELECT * FROM SysTables WITH (Database='MyCosmos DB')
List Users for the Database [Read more...]
Lists all users Cosmos DB Database
SELECT * FROM SysUsers
Conclusion
In this article we discussed how to connect to Cosmos DB in SSAS and integrate data without any coding. Click here to Download Cosmos DB Connector for SSAS and try yourself see how easy it is. If you still have any question(s) then ask here or simply click on live chat icon below and ask our expert (see bottom-right corner of this page).
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