The CData Sync App provides a straightforward way to continuously pipeline your Azure Cosmos DB data to any database, data lake, or data warehouse, making it easily available for Analytics, Reporting, AI, and Machine Learning.
The Azure Cosmos DB connector can be used from the CData Sync application to pull data from Azure Cosmos DB and move it to any of the supported destinations.
Create a connection to Azure Cosmos DB by navigating to the Connections page in the Sync App application and selecting the corresponding icon in the Add Connections panel. If the Azure Cosmos DB icon is not available, click the Add More icon to download and install the Azure Cosmos DB connector from the CData site.
Required properties are listed under the Settings tab. The Advanced tab lists connection properties that are not typically required.
Configure role-based access control for your Azure Cosmos DB account with Azure AD
You can either assign one of the built-in role definitions:
or create your own custom role definitions. You must also set the scope of the role assignment, where "/" means that the identity has access to all the databases.
Log in to the Azure Portal, select Azure Cosmos DB, and select your account.
Set the following to authenticate:
Azure AD is a connection type that leverages OAuth to authenticate. OAuth requires the authenticating user to interact with Azure Cosmos DB using an internet browser. The Sync App facilitates this in several ways as described below. Set your AuthScheme to AzureAD. All AzureAD flows assume that you have done so.
For authentication, the only difference between the two methods is that you must set two additional connection properties when using custom OAuth applications.
After setting the following connection properties, you are ready to connect:
When you connect the Sync App opens the OAuth endpoint in your default browser. Log in and grant permissions to the application.
When connecting via a Web application, you need to register a custom OAuth app with Azure Cosmos DB. See Creating a Custom AzureAD App. You can then use the Sync App to get and manage the OAuth token values. Get an OAuth Access Token
Set one of the following connection properties groups depending on the authentication type to obtain the OAuthAccessToken:
You can then call stored procedures to complete the OAuth exchange:
Call the GetOAuthAuthorizationURL stored procedure. Set the AuthMode input to WEB and set the CallbackURL input to the Redirect URI you specified in your app settings. If necessary, set the Permissions parameter to request custom permissions.
The stored procedure returns the URL to the OAuth endpoint.
To connect to data, set the OAuthAccessToken connection property to the access token returned by the stored procedure. When the access token expires after ExpiresIn seconds, call GetOAuthAccessToken again to obtain a new access token.
Client OAuth Flow
All permissions related to the client oauth flow require admin consent. This means the app embedded with the CData Sync App cannot be used in the client oauth flow. You must create your own OAuth app in order to use client credentials. See Creating a Custom AzureAD App for more details.
In your App Registration in portal.azure.com, navigate to API Permissions and select the Microsoft Graph permissions. There are two distinct sets of permissions - Delegated and Application permissions. The permissions used during client credential authentication are under Application Permissions. Select the permissions you require for your integration.
You are ready to connect after setting one of the connection properties groups depending on the authentication type.
Authentication with client credentials takes place automatically like any other connection, except there is no window opened prompting the user. Because there is no user context, there is no need for a browser popup. Connections will take place and be handled internally.
Azure Service Principal is a connection type that goes through OAuth. Set your AuthScheme to AzureServicePrincipal. The authentication as an Azure Service Principal is handled via the OAuth Client Credentials flow, and it does not involve direct user authentication. Instead, credentials are created for just the app itself. All tasks taken by the app are done without a default user context, but based on the assigned roles. The application access to the resources is controlled through the assigned roles' permissions.
Note: You must create a custom application prior to assigning a role. See Creating a Custom AzureAD App for more information.
When authenticating using an Azure Service Principal, you must register an application with an Azure AD tenant. Follow the steps below to create a new service principal that can be used with the role-based access control.
In both methods
Before choosing client secret or certicate authentication, follow these steps then continue to the relevant section below:
Continue with the following:
Authenticating using a Certificate
Continue with the following:
You can use the following properties to gain greater control over Azure Cosmos DB API features and the strategies the Sync App uses to surface them:
GenerateSchemaFiles: This property enables you to persist table metadata in static schema files that are easy to customize, to persist your changes to column data types, for example.
You can set this property to "OnStart" to generate schema files for all tables in your database at connection. Or, you can generate schemas as you execute SELECT queries to tables.
The resulting schemas are based on the connection properties you use to configure Automatic Schema Discovery
To use the resulting schema files, set the Location property to the folder containing the schemas.
Just as described in the SQL Compliance the Sync App supports batch CUD (Create, Update, Delete) operations. Batch processing is achieved by issuing multiple requests simultaneously. Even though this method greatly improves the performance for write operations, the cost of these operations is relatively high, thus the Request Units (RU) budget per second for a certain container or database may be exceeded. Depending on your Azure Cosmos DB Service Quotas, exceeding the RU budgets may incur in extra costs, or it may even temporary throttle or interrupt the Azure Cosmos DB usage for other workloads.
In order to avoid exceeding the RU budget per second, the Sync App dynamically adjusts the number of concurrent requests per second depending on the set WriteThroughputBudget and the constantly adjusted average RU cost per statement. The user can utilize the WriteThroughputBudget connection property to define the RU budged per second, that batch write operations should not exceed. Another important factor in batch write operations is the MaxThreads connection property, which specifies the maximum number of concurrent requests. If using a low MaxThreads value, the Sync App might not be able to efficiently use the available budget.
Since the requests throttling logic is applied client-side, in a few cases the RU/s budged may be exceeded by a relatively small amount. These cases include Inserting, Updating and Deleting records with highly variable column count and input value length per column.
Note: By default, the WriteThroughputBudget property is set 1000 RU/s and the MaxThreads property is set to 200 threads.
Azure Cosmos DB is a schemaless, document database that provides high performance, availability, and scalability. These features are not necessarily incompatible with a standards-compliant query language like SQL-92. In this section we will show various schemes that the Sync App offers to bridge the gap with relational SQL and a document database.
The Sync App models the schemaless Azure Cosmos DB objects into relational tables and translates SQL queries into Azure Cosmos DB queries to get the requested data. See Query Mapping (Sql API) for more details on how various Azure Cosmos DB operations are represented as SQL.
The Automatic Schema Discovery scheme automatically finds the data types in a Azure Cosmos DB object by scanning a configured number of rows of the object. You can use RowScanDepth, FlattenArrays, and FlattenObjects to control the relational representation of the collections in Azure Cosmos DB. You can also write Free-Form Queries not tied to the schema.
Optionally, you can use Custom Schema Definitions to project your chosen relational structure on top of a Azure Cosmos DB object. This allows you to define your chosen names of columns, their data types, and the location of their values in the collection.
Set GenerateSchemaFiles to save the detected schemas as simple configuration files that are easy to extend. You can persist schemas for all collections in the database or for the results of SELECT queries.
If the TypeDetectionScheme is set to RawValue, the Sync App will push each document as single aggregate value on a column named JsonData, along with its resource identifier on the separate Primary Key column. The JSON documents are not processed, and as a result, the below functionalities are NOT supported with this configuration.
The Sync App automatically infers a relational schema by inspecting a series of Azure Cosmos DB documents in a collection. You can use the RowScanDepth property to define the number of documents the Sync App will scan to do so. The columns identified during the discovery process depend on the FlattenArrays and FlattenObjects properties.
If FlattenObjects is set, all nested objects will be flattened into a series of columns. For example, consider the following document:
{ id: 12, name: "Lohia Manufacturers Inc.", address: {street: "Main Street", city: "Chapel Hill", state: "NC"}, offices: ["Chapel Hill", "London", "New York"], annual_revenue: 35,600,000 }This document will be represented by the following columns:
Column Name | Data Type | Example Value |
id | Integer | 12 |
name | String | Lohia Manufacturers Inc. |
address.street | String | Main Street |
address.city | String | Chapel Hill |
address.state | String | NC |
offices | String | ["Chapel Hill", "London", "New York"] |
annual_revenue | Double | 35,600,000 |
If FlattenObjects is not set, then the address.street, address.city, and address.state columns will not be broken apart. The address column of type string will instead represent the entire object. Its value would be {street: "Main Street", city: "Chapel Hill", state: "NC"}. See JSON Functions for more details on working with JSON aggregates.
You can change the separator character in the column name from a dot by setting SeparatorCharacter.
The FlattenArrays property can be used to flatten array values into columns of their own. This is only recommended for arrays that are expected to be short, for example the coordinates below:
"coord": [ -73.856077, 40.848447 ]The FlattenArrays property can be set to 2 to represent the array above as follows:
Column Name | Data Type | Example Value |
coord.0 | Float | -73.856077 |
coord.1 | Float | 40.848447 |
It is best to leave other unbounded arrays as they are and piece out the data for them as needed using JSON Functions.
As discussed in Automatic Schema Discovery, intuited table schemas enable SQL access to unstructured Azure Cosmos DB data. JSON Functions enable you to use standard JSON functions to summarize Azure Cosmos DB data and extract values from any nested structures. Custom Schema Definitions enable you to define static tables and give you more granular control over the relational view of your data; for example, you can write schemas defining parent/child tables or fact/dimension tables. However, you are not limited to these schemes.
After connecting you can query any nested structure without flattening the data. Any relations that you can access with FlattenArrays and FlattenObjects can also be accessed with an ad hoc SQL query.
Let's consider an example document from the following Restaurant data set:
{ "address": { "building": "1007", "coord": [ -73.856077, 40.848447 ], "street": "Morris Park Ave", "zipcode": "10462" }, "borough": "Bronx", "cuisine": "Bakery", "grades": [ { "grade": "A", "score": 2, "date": { "$date": "1393804800000" } }, { "date": { "$date": "1378857600000" }, "grade": "B", "score": 6 }, { "score": 10, "date": { "$date": "1358985600000" }, "grade": "C" } ], "name": "Morris Park Bake Shop", "restaurant_id": "30075445" }You can access any nested structure in this document as a column. Use the dot notation to drill down to the values you want to access as shown in the query below. Note that arrays have a zero-based index. For example, the following query retrieves the second grade for the restaurant in the example:
SELECT [address.building], [grades.1.grade] FROM restaurants WHERE restaurant_id = '30075445'The preceding query returns the following results:
Column Name | Data Type | Example Value |
address.building | String | 1007 |
grades.1.grade | String | A |
It is possible to retrieve an array of documents as if it were a separate table. Take the following JSON structure from the restaurants collection for example:
{ "_id" : ObjectId("568c37b748ddf53c5ed98932"), "address" : { "building" : "1007", "coord" : [-73.856077, 40.848447], "street" : "Morris Park Ave", "zipcode" : "10462" }, "borough" : "Bronx", "cuisine" : "Bakery", "grades" : [{ "date" : ISODate("2014-03-03T00:00:00Z"), "grade" : "A", "score" : 2 }, { "date" : ISODate("2013-09-11T00:00:00Z"), "grade" : "A", "score" : 6 }, { "date" : ISODate("2013-01-24T00:00:00Z"), "grade" : "A", "score" : 10 }, { "date" : ISODate("2011-11-23T00:00:00Z"), "grade" : "A", "score" : 9 }, { "date" : ISODate("2011-03-10T00:00:00Z"), "grade" : "B", "score" : 14 }], "name" : "Morris Park Bake Shop", "restaurant_id" : "30075445" }Vertical flattening will allow you to retrieve the grades array as a separate table:
SELECT * FROM [restaurants.grades]This query returns the following data set:
date | grade | score | P_id | _index |
2014-03-03T00:00:00.000Z | A | 2 | 568c37b748ddf53c5ed98932 | 1 |
2013-09-11T00:00:00.000Z | A | 6 | 568c37b748ddf53c5ed98932 | 2 |
2013-01-24T00:00:00.000Z | A | 10 | 568c37b748ddf53c5ed98932 | 3 |
SELECT [restaurants].[restaurant_id], [restaurants.grades].* FROM [restaurants.grades] JOIN [restaurants] WHERE [restaurants].name = 'Morris Park Bake Shop'This query returns the following data set:
restaurant_id | date | grade | score | P_id | _index |
30075445 | 2014-03-03T00:00:00.000Z | A | 2 | 568c37b748ddf53c5ed98932 | 1 |
30075445 | 2013-09-11T00:00:00.000Z | A | 6 | 568c37b748ddf53c5ed98932 | 2 |
30075445 | 2013-01-24T00:00:00.000Z | A | 10 | 568c37b748ddf53c5ed98932 | 3 |
30075445 | 2011-11-23T00:00:00.000Z | A | 9 | 568c37b748ddf53c5ed98932 | 4 |
30075445 | 2011-03-10T00:00:00.000Z | B | 14 | 568c37b748ddf53c5ed98932 | 5 |
The Sync App can return JSON structures as column values. The Sync App enables you to use standard SQL functions to work with these JSON structures. The examples in this section use the following array:
[ { "grade": "A", "score": 2 }, { "grade": "A", "score": 6 }, { "grade": "A", "score": 10 }, { "grade": "A", "score": 9 }, { "grade": "B", "score": 14 } ]
SELECT Name, JSON_EXTRACT(grades,'[0].grade') AS Grade, JSON_EXTRACT(grades,'[0].score') AS Score FROM Students;
Column Name | Example Value |
Grade | A |
Score | 2 |
SELECT Name, JSON_COUNT(grades,'[x]') AS NumberOfGrades FROM Students;
Column Name | Example Value |
NumberOfGrades | 5 |
SELECT Name, JSON_SUM(score,'[x].score') AS TotalScore FROM Students;
Column Name | Example Value |
TotalScore | 41 |
SELECT Name, JSON_MIN(score,'[x].score') AS LowestScore FROM Students;
Column Name | Example Value |
LowestScore | 2 |
SELECT Name, JSON_MAX(score,'[x].score') AS HighestScore FROM Students;
Column Name | Example Value |
HighestScore | 14 |
The DOCUMENT function can be used to retrieve the entire document as a JSON string. See the following query and its result as an example:
SELECT DOCUMENT(*) FROM Customers;The query above will return the entire document as shown.
{ "id": 12, "name": "Lohia Manufacturers Inc.", "address": { "street": "Main Street", "city": "Chapel Hill", "state": "NC"}, "offices": [ "Chapel Hill", "London", "New York" ], "annual_revenue": 35,600,000 }
Cosmos DB also supports a number of built-in functions for common operations, that can be used inside queries. Here are some example of how can be used as part of select columns or the WHERE clause:
Use Built-in functions as part of SELECT columns
SELECT IS_NUMBER(user_id) AS ISN_ATTR, IS_NUMBER(id) AS ISN_ID FROM [users] SELECT POWER(user_id, 2) AS POWERSSS, LENGTH(id) AS LENGTH_ID, PI() AS JustThePI FROM [users]
Use Built-in functions as part of WHERE clause
SELECT * FROM [users] WHERE STARTSWITH(middle_name, 'G') SELECT * FROM [users] WHERE REPLACE(middle_name, 'Chr', '___') = '___istopher'
Function group | Operations |
Mathematical functions | ABS, CEILING, EXP, FLOOR, LOG, LOG10, POWER, ROUND, SIGN, SQRT, SQUARE, TRUNC, ACOS, ASIN, ATAN, ATN2, COS, COT, DEGREES, PI, RADIANS, SIN, and TAN |
Type checking functions | IS_ARRAY, IS_BOOL, IS_NULL, IS_NUMBER, IS_OBJECT, IS_STRING, IS_DEFINED, and IS_PRIMITIVE |
String functions | CONCAT, CONTAINS, ENDSWITH, INDEX_OF, LEFT, LENGTH, LOWER, LTRIM, REPLACE, REPLICATE, REVERSE, RIGHT, RTRIM, STARTSWITH, SUBSTRING, and UPPER |
Array functions | ARRAY_CONCAT, ARRAY_CONTAINS, ARRAY_LENGTH, and ARRAY_SLICE |
The mathematical functions each perform a calculation, based on input values that are provided as arguments, and return a numeric value. Here's a table of supported built-in mathematical functions.
Usage | Description |
ABS (num_expr) | Returns the absolute (positive) value of the specified numeric expression. |
CEILING (num_expr) | Returns the smallest integer value greater than, or equal to, the specified numeric expression. |
FLOOR (num_expr) | Returns the largest integer less than or equal to the specified numeric expression. |
EXP (num_expr) | Returns the exponent of the specified numeric expression. |
LOG (num_expr [,base]) | Returns the natural logarithm of the specified numeric expression, or the logarithm using the specified base |
LOG10 (num_expr) | Returns the base-10 logarithmic value of the specified numeric expression. |
ROUND (num_expr) | Returns a numeric value, rounded to the closest integer value. |
TRUNC (num_expr) | Returns a numeric value, truncated to the closest integer value. |
SQRT (num_expr) | Returns the square root of the specified numeric expression. |
SQUARE (num_expr) | Returns the square of the specified numeric expression. |
POWER (num_expr, num_expr) | Returns the power of the specified numeric expression to the value specified. |
SIGN (num_expr) | Returns the sign value (-1, 0, 1) of the specified numeric expression. |
ACOS (num_expr) | Returns the angle, in radians, whose cosine is the specified numeric expression; also called arccosine. |
ASIN (num_expr) | Returns the angle, in radians, whose sine is the specified numeric expression. This is also called arcsine. |
ATAN (num_expr) | Returns the angle, in radians, whose tangent is the specified numeric expression. This is also called arctangent. |
ATN2 (num_expr) | Returns the angle, in radians, between the positive x-axis and the ray from the origin to the point (y, x), where x and y are the values of the two specified float expressions. |
COS (num_expr) | Returns the trigonometric cosine of the specified angle, in radians, in the specified expression. |
COT (num_expr) | Returns the trigonometric cotangent of the specified angle, in radians, in the specified numeric expression. |
DEGREES (num_expr) | Returns the corresponding angle in degrees for an angle specified in radians. |
PI () | Returns the constant value of PI. |
RADIANS (num_expr) | Returns radians when a numeric expression, in degrees, is entered. |
SIN (num_expr) | Returns the trigonometric sine of the specified angle, in radians, in the specified expression. |
TAN (num_expr) | Returns the tangent of the input expression, in the specified expression. |
The type checking functions allow you to check the type of an expression within SQL queries. Type checking functions can be used to determine the type of properties within documents dynamically when it is variable or unknown. Here's a table of supported built-in type checking functions.
Usage | Description |
IS_ARRAY (expr) | Returns a Boolean indicating if the type of the value is an array. |
IS_BOOL (expr) | Returns a Boolean indicating if the type of the value is a Boolean. |
IS_NULL (expr) | Returns a Boolean indicating if the type of the value is null. |
IS_NUMBER (expr) | Returns a Boolean indicating if the type of the value is a number. |
IS_OBJECT (expr) | Returns a Boolean indicating if the type of the value is a JSON object. |
IS_STRING (expr) | Returns a Boolean indicating if the type of the value is a string. |
IS_DEFINED (expr) | Returns a Boolean indicating if the property has been assigned a value. |
IS_PRIMITIVE (expr) | Returns a Boolean indicating if the type of the value is a string, number, Boolean or null. |
The following scalar functions perform an operation on a string input value and return a string, numeric or Boolean value. Here's a table of built-in string functions:
Usage | Description |
LENGTH (str_expr) | Returns the number of characters of the specified string expression |
CONCAT (str_expr, str_expr [, str_expr]) | Returns a string that is the result of concatenating two or more string values. |
SUBSTRING (str_expr, num_expr, num_expr) | Returns part of a string expression. |
STARTSWITH (str_expr, str_expr) | Returns a Boolean indicating whether the first string expression starts with the second |
ENDSWITH (str_expr, str_expr) | Returns a Boolean indicating whether the first string expression ends with the second |
CONTAINS (str_expr, str_expr) | Returns a Boolean indicating whether the first string expression contains the second. |
INDEX_OF (str_expr, str_expr) | Returns the starting position of the first occurrence of the second string expression within the first specified string expression, or -1 if the string is not found. |
LEFT (str_expr, num_expr) | Returns the left part of a string with the specified number of characters. |
RIGHT (str_expr, num_expr) | Returns the right part of a string with the specified number of characters. |
LTRIM (str_expr) | Returns a string expression after it removes leading blanks. |
RTRIM (str_expr) | Returns a string expression after truncating all trailing blanks. |
LOWER (str_expr) | Returns a string expression after converting uppercase character data to lowercase. |
UPPER (str_expr) | Returns a string expression after converting lowercase character data to uppercase. |
REPLACE (str_expr, str_expr, str_expr) | Replaces all occurrences of a specified string value with another string value. |
REPLICATE (str_expr, num_expr) | Repeats a string value a specified number of times. |
REVERSE (str_expr) | Returns the reverse order of a string value. |
The following scalar functions perform an operation on an array input value and return numeric, Boolean or array value. Here's a table of built-in array functions:
Usage | Description |
ARRAY_LENGTH (arr_expr) | Returns the number of elements of the specified array expression. |
ARRAY_CONCAT (arr_expr, arr_expr [, arr_expr]) | Returns an array that is the result of concatenating two or more array values. |
ARRAY_CONTAINS (arr_expr, expr [, bool_expr]) | Returns a Boolean indicating whether the array contains the specified value. Can specify if the match is full or partial. |
ARRAY_SLICE (arr_expr, num_expr [, num_expr]) | Returns part of an array expression. |
You can also perform nested built-in functions, wich will be processed server side as well:
i.e. SELECT TOP 10 CONCAT(SUBSTRING(UPPER(cuisine), 0, 3), '-cuisine') FROM [restaurants]
The GROUP BY clause divides the query's results according to the values of one or more specified properties. This operation is partially done server-side because of some API limitations. We still need to operate a client-side grouping.
SELECT COUNT(*) AS CNT, gender FROM [users] GROUP BY gender SELECT COUNT(*) AS CNT, gender, doc_type FROM [users] GROUP BY gender, doc_type
The Sync App maps SQL queries into the corresponding Azure Cosmos DB SQL API queries. A detailed description of all the transformations is out of scope, but we will describe some of the common elements that are used. The Sync App takes advantage of SQL API features such as the aggregation framework to compute the desired results.
SQL Query | Sql API Query |
SELECT id, name FROM Users | SELECT C.id, C.name FROM C |
SELECT * FROM Users WHERE name = 'A' | SELECT * FROM C WHERE C.name = 'A' |
SELECT * FROM Users WHERE name = 'A' OR email = '[email protected]' | SELECT * FROM C WHERE C.name = 'A' OR C.email = '[email protected]' |
SELECT id, grantamt FROM WorldBank WHERE grantamt IN (4500000, 85400000) OR grantamt = 16200000 | SELECT C.id, C.grantamt FROM C WHERE C.grantamt IN (4500000, 85400000) OR C.grantamt = 16200000 |
SELECT * FROM WorldBank WHERE CountryCode = 'A' ORDER BY TotalCommAmt ASC | SELECT * FROM C WHERE C.countrycode = 'AL' ORDER BY C.totalcommamt ASC |
SELECT * FROM WorldBank WHERE CountryCode = 'A' ORDER BY TotalCommAmt DESC | SELECT * FROM C WHERE C.countrycode = 'AL' ORDER BY C.totalcommamt DESC |
SQL Query | Sql API Query |
SELECT COUNT(grantamt) AS COUNT_GRAMT FROM WorldBank | SELECT COUNT(C.grantamt) AS COUNT_GRAMT FROM C |
SELECT SUM(grantamt) AS SUM_GRAMT FROM WorldBank | SELECT SUM(C.grantamt) AS SUM_GRAMT FROM C |
SQL Query | Sql API Query |
SELECT IS_NUMBER(grantamt) AS ISN_ATTR, IS_NUMBER(id) AS ISN_ID FROM WorldBank | SELECT IS_NUMBER(C.grantamt) AS ISN_ATTR, IS_NUMBER(C.id) AS ISN_ID FROM C |
SELECT POWER(totalamt, 2) AS POWERS_A, LENGTH(id) AS LENGTH_ID, PI() AS ThePI FROM WorldBank | SELECT POWER(C.totalamt, 2) AS POWERS_A, LENGTH(C.id) AS LENGTH_ID, PI() AS ThePI FROM C |
You can extend the table schemas created with Automatic Schema Discovery by saving them into schema files. The schema files have a simple format that makes the schemas to edit.
Set GenerateSchemaFiles to "OnStart" to persist schemas for all tables when you connect. You can also generate table schemas as needed: Set GenerateSchemaFiles to "OnUse" and execute a SELECT query to the table.
For example, consider a schema for the restaurants data set. This is a sample data set provided by Azure Cosmos DB.
Below is an example document from the collection:
{ "address":{ "building":"461", "coord":[ -74.138492, 40.631136 ], "street":"Port Richmond Ave", "zipcode":"10302" }, "borough":"Staten Island", "cuisine":"Other", "name":"Indian Oven", "restaurant_id":"50018994" }
When GenerateSchemaFiles is set, the Sync App saves schemas into the folder specified by the Location property. You can then change column behavior in the resulting schema.
The following schema uses the other:bsonpath property to define where in the collection to retrieve the data for a particular column. Using this model you can flatten arbitrary levels of hierarchy.
Below are the corresponding column definitions for the restaurants data set. In Custom Schema Example, you will find the complete schema.
<rsb:script xmlns:rsb="http://www.rssbus.com/ns/rsbscript/2">
<rsb:info title="StaticRestaurants" description="Custom Schema for the restaurants data set.">
<!-- Column definitions -->
<attr name="_rid" xs:type="string" key="true" other:collrid="hWdRAKRi3Pg=" other:dbrid="hWdRAA==" other:partitionpath="/name" />
<attr name="borough" xs:type="string" />
<attr name="cuisine" xs:type="string" />
<attr name="address.building" xs:type="string" />
<attr name="address.street" xs:type="string" />
<attr name="address.coord.0" xs:type="double" />
<attr name="address.coord.1" xs:type="double" />
<input name="rows@next" desc="Internal attribute used for paging through data." />
</rsb:info>
<rsb:set attr="collection" value="restaurants"/>
</rsb:script>
This section contains a complete schema. The info section enables a relational view of a Azure Cosmos DB object. For more details, see Custom Schema Definitions. The table below allows the SELECT, INSERT, UPDATE, and DELETE commands as implemented in the GET, POST, MERGE, and DELETE sections of the schema below.
Copy the rows@next input as-is into your schema. The operations, such as cosmosdbadoSysData, are internal implementations and can also be copied as is.
Set the Location property to the file directory that will contain the schema file.
When, creating custom schemas, the attr for _rid, shown below, is required.
Also required are three properties for the _rid column definition:
<rsb:script xmlns:rsb="http://www.rssbus.com/ns/rsbscript/2">
<rsb:info title="StaticRestaurants" description="Custom Schema for the restaurants data set.">
<!-- Column definitions -->
<attr name="_rid" xs:type="string" key="true" other:collrid="hWdRAKRi3Pg=" other:dbrid="hWdRAA==" other:partitionpath="/name" />
<attr name="borough" xs:type="string" />
<attr name="cuisine" xs:type="string" />
<attr name="address.building" xs:type="string" />
<attr name="address.street" xs:type="string" />
<attr name="address.coord.0" xs:type="double" />
<attr name="address.coord.1" xs:type="double" />
<input name="rows@next" desc="Internal attribute used for paging through data." />
</rsb:info>
<rsb:script method="GET">
<rsb:call op="cosmosdbadoSysData">
<rsb:push />
</rsb:call>
</rsb:script>
<rsb:script method="POST">
<rsb:call op="cosmosdbadoSysData">
<rsb:push />
</rsb:call>
</rsb:script>
<rsb:script method="MERGE">
<rsb:call op="cosmosdbadoSysData">
<rsb:push />
</rsb:call>
</rsb:script>
<rsb:script method="DELETE">
<rsb:call op="cosmosdbadoSysData">
<rsb:push />
</rsb:call>
</rsb:script>
</rsb:script>
The connection string properties are the various options that can be used to establish a connection. This section provides a complete list of the options you can configure in the connection string for this provider. Click the links for further details.
For more information on establishing a connection, see Establishing a Connection.
Property | Description |
AuthScheme | The type of authentication to use when connecting to Azure Cosmos DB. |
AccountEndpoint | The value should be the Cosmos DB account URL from the Keys blade of the Cosmos DB account. |
AccountKey | A master key token or a resource token for connecting to the Azure Cosmos DB REST API. |
TokenType | Denotes the type of token: master or resource. |
Property | Description |
AzureTenant | The Microsoft Online tenant being used to access data. If not specified, your default tentant will be used. |
AzureEnvironment | The Azure Environment to use when establishing a connection. |
Property | Description |
OAuthGrantType | The grant type for the OAuth flow. |
Property | Description |
SSLClientCert | The TLS/SSL client certificate store for SSL Client Authentication (2-way SSL). |
SSLClientCertType | The type of key store containing the TLS/SSL client certificate. |
SSLClientCertPassword | The password for the TLS/SSL client certificate. |
SSLClientCertSubject | The subject of the TLS/SSL client certificate. |
SSLServerCert | The certificate to be accepted from the server when connecting using TLS/SSL. |
Property | Description |
FirewallType | The protocol used by a proxy-based firewall. |
FirewallServer | The name or IP address of a proxy-based firewall. |
FirewallPort | The TCP port for a proxy-based firewall. |
FirewallUser | The user name to use to authenticate with a proxy-based firewall. |
FirewallPassword | A password used to authenticate to a proxy-based firewall. |
Property | Description |
ProxyAutoDetect | This indicates whether to use the system proxy settings or not. This takes precedence over other proxy settings, so you'll need to set ProxyAutoDetect to FALSE in order use custom proxy settings. |
ProxyServer | The hostname or IP address of a proxy to route HTTP traffic through. |
ProxyPort | The TCP port the ProxyServer proxy is running on. |
ProxyAuthScheme | The authentication type to use to authenticate to the ProxyServer proxy. |
ProxyUser | A user name to be used to authenticate to the ProxyServer proxy. |
ProxyPassword | A password to be used to authenticate to the ProxyServer proxy. |
ProxySSLType | The SSL type to use when connecting to the ProxyServer proxy. |
ProxyExceptions | A semicolon separated list of destination hostnames or IPs that are exempt from connecting through the ProxyServer . |
Property | Description |
LogModules | Core modules to be included in the log file. |
Property | Description |
Location | A path to the directory that contains the schema files defining tables, views, and stored procedures. |
BrowsableSchemas | This property restricts the schemas reported to a subset of the available schemas. For example, BrowsableSchemas=SchemaA,SchemaB,SchemaC. |
Tables | This property restricts the tables reported to a subset of the available tables. For example, Tables=TableA,TableB,TableC. |
Views | Restricts the views reported to a subset of the available tables. For example, Views=ViewA,ViewB,ViewC. |
Schema | Specify the Azure Cosmos DB database you want to work with. |
Property | Description |
CalculateAggregates | Specifies whether will return the calculated value of the aggregates or grouped by partiton range. |
ConsistencyLevel | Denotes the type of token: master or resource. |
FlattenArrays | By default, nested arrays are returned as strings of JSON. The FlattenArrays property can be used to flatten the elements of nested arrays into columns of their own. Set FlattenArrays to the number of elements you want to return from nested arrays. |
FlattenObjects | Set FlattenObjects to true to flatten object properties into columns of their own. Otherwise, objects nested in arrays are returned as strings of JSON. |
GenerateSchemaFiles | Indicates the user preference as to when schemas should be generated and saved. |
MaxRows | Limits the number of rows returned rows when no aggregation or group by is used in the query. This helps avoid performance issues at design time. |
MaxThreads | Specifies the maximum number of concurrent requests for Batch CUD (Create, Update, Delete) operations. |
MultiThreadCount | Aggregate queries in partitioned collections will require parallel requests for different partition ranges. Set this to the number of parallel request to be issued in the same time. |
Other | These hidden properties are used only in specific use cases. |
Pagesize | The maximum number of results to return per page from Azure Cosmos DB. |
PseudoColumns | This property indicates whether or not to include pseudo columns as columns to the table. |
RowScanDepth | The maximum number of rows to scan to look for the columns available in a table. |
SeparatorCharacter | The character or characters used to denote hierarchy. |
SetPartitionKeyAsPK | Whether or not to use the collection's Partition Key field as part of composite Primary Key for the corresponding exposed table. |
Timeout | The value in seconds until the timeout error is thrown, canceling the operation. |
TypeDetectionScheme | Comma-separated options for how the provider will scan the data to determine the fields and datatypes in each document collection. |
UserDefinedViews | A filepath pointing to the JSON configuration file containing your custom views. |
UseRidAsPk | Set this property to false to switch using the id column as primary key instead the default _rid. |
WriteThroughputBudget | Defines the Requests Units (RU) budget per Second that the Batch CUD (Create, Update, Delete) operations should not exceed. |
This section provides a complete list of the Authentication properties you can configure in the connection string for this provider.
Property | Description |
AuthScheme | The type of authentication to use when connecting to Azure Cosmos DB. |
AccountEndpoint | The value should be the Cosmos DB account URL from the Keys blade of the Cosmos DB account. |
AccountKey | A master key token or a resource token for connecting to the Azure Cosmos DB REST API. |
TokenType | Denotes the type of token: master or resource. |
The type of authentication to use when connecting to Azure Cosmos DB.
The value should be the Cosmos DB account URL from the Keys blade of the Cosmos DB account.
The value should be the Cosmos DB account URL from the Keys blade of the Cosmos DB account.
A master key token or a resource token for connecting to the Azure Cosmos DB REST API.
In the Azure portal, navigate to the Cosmos DB service and select your Azure Cosmos DB account. From the resource menu, go to the Keys page. Find the PRIMARY KEY value and set Token to this value.
Denotes the type of token: master or resource.
The master key is created during the creation of an account. There are two sets of master keys, the primary key and the secondary key. The administrator of the account can then exercise key rotation using the secondary key. In addition, the account administrator can also regenerate the keys as needed.
Resource tokens are created when users in a database are set up with access permissions for precise access control on a resource, also known as a permission resource. A permission resource contains a hash resource token constructed with the information regarding the resource path and access type a user has access to. The permission resource token is time bound and the validity period can be overridden. When a permission resource is acted upon on (POST, GET, PUT), a new resource token is generated.
This section provides a complete list of the Azure Authentication properties you can configure in the connection string for this provider.
Property | Description |
AzureTenant | The Microsoft Online tenant being used to access data. If not specified, your default tentant will be used. |
AzureEnvironment | The Azure Environment to use when establishing a connection. |
The Microsoft Online tenant being used to access data. If not specified, your default tentant will be used.
The Microsoft Online tenant being used to access data. For instance, contoso.onmicrosoft.com. Alternatively, specify the tenant Id. This value is the directory Id in the Azure Portal > Azure Active Directory > Properties.
Typically it is not necessary to specify the Tenant. This can be automatically determined by Microsoft when using the OAuthGrantType set to CODE (default). However, it may fail in the case that the user belongs to multiple tenants. For instance, if an Admin of domain A invites a user of domain B to be a guest user. The user will now belong to both tenants. It is a good practice to specify the Tenant, although in general things should normally work without having to specify it.
The AzureTenant is required when setting OAuthGrantType to CLIENT. When using client credentials, there is no user context. The credentials are taken from the context of the app itself. While Microsoft still allows client credentials to be obtained without specifying which Tenant, it has a much lower probability of picking the specific tenant you want to work with. For this reason, we require AzureTenant to be explicitly stated for all client credentials connections to ensure you get credentials that are applicable for the domain you intend to connect to.
The Microsoft Online tenant being used to access data. For instance, contoso.onmicrosoft.com. Alternatively, specify the tenant Id. This value is the directory Id in the Azure Portal > Azure Active Directory > Properties.
Typically it is not necessary to specify the Tenant. This can be automatically determined by Microsoft when using the OAuthGrantType set to CODE (default). However, it may fail in the case that the user belongs to multiple tenants. For instance, if an Admin of domain A invites a user of domain B to be a guest user. The user will now belong to both tenants. It is a good practice to specify the Tenant, although in general things should normally work without having to specify it.
The AzureTenant is required when setting OAuthGrantType to CLIENT. When using client credentials, there is no user context. The credentials are taken from the context of the app itself. While Microsoft still allows client credentials to be obtained without specifying which Tenant, it has a much lower probability of picking the specific tenant you want to work with. For this reason, we require AzureTenant to be explicitly stated for all client credentials connections to ensure you get credentials that are applicable for the domain you intend to connect to.
The Azure Environment to use when establishing a connection.
In most cases, leaving the environment set to global will work. However, if your Azure Account has been added to a different environment, the AzureEnvironment may be used to specify which environment. The available values are GLOBAL, CHINA, USGOVT, USGOVTDOD.
This section provides a complete list of the OAuth properties you can configure in the connection string for this provider.
Property | Description |
OAuthGrantType | The grant type for the OAuth flow. |
The grant type for the OAuth flow.
The following options are available: CODE,CLIENT,PASSWORD
This section provides a complete list of the SSL properties you can configure in the connection string for this provider.
Property | Description |
SSLClientCert | The TLS/SSL client certificate store for SSL Client Authentication (2-way SSL). |
SSLClientCertType | The type of key store containing the TLS/SSL client certificate. |
SSLClientCertPassword | The password for the TLS/SSL client certificate. |
SSLClientCertSubject | The subject of the TLS/SSL client certificate. |
SSLServerCert | The certificate to be accepted from the server when connecting using TLS/SSL. |
The TLS/SSL client certificate store for SSL Client Authentication (2-way SSL).
The name of the certificate store for the client certificate.
The SSLClientCertType field specifies the type of the certificate store specified by SSLClientCert. If the store is password protected, specify the password in SSLClientCertPassword.
SSLClientCert is used in conjunction with the SSLClientCertSubject field in order to specify client certificates. If SSLClientCert has a value, and SSLClientCertSubject is set, a search for a certificate is initiated. See SSLClientCertSubject for more information.
Designations of certificate stores are platform-dependent.
The following are designations of the most common User and Machine certificate stores in Windows:
MY | A certificate store holding personal certificates with their associated private keys. |
CA | Certifying authority certificates. |
ROOT | Root certificates. |
SPC | Software publisher certificates. |
In Java, the certificate store normally is a file containing certificates and optional private keys.
When the certificate store type is PFXFile, this property must be set to the name of the file. When the type is PFXBlob, the property must be set to the binary contents of a PFX file (for example, PKCS12 certificate store).
The type of key store containing the TLS/SSL client certificate.
This property can take one of the following values:
USER - default | For Windows, this specifies that the certificate store is a certificate store owned by the current user. Note that this store type is not available in Java. |
MACHINE | For Windows, this specifies that the certificate store is a machine store. Note that this store type is not available in Java. |
PFXFILE | The certificate store is the name of a PFX (PKCS12) file containing certificates. |
PFXBLOB | The certificate store is a string (base-64-encoded) representing a certificate store in PFX (PKCS12) format. |
JKSFILE | The certificate store is the name of a Java key store (JKS) file containing certificates. Note that this store type is only available in Java. |
JKSBLOB | The certificate store is a string (base-64-encoded) representing a certificate store in JKS format. Note that this store type is only available in Java. |
PEMKEY_FILE | The certificate store is the name of a PEM-encoded file that contains a private key and an optional certificate. |
PEMKEY_BLOB | The certificate store is a string (base64-encoded) that contains a private key and an optional certificate. |
PUBLIC_KEY_FILE | The certificate store is the name of a file that contains a PEM- or DER-encoded public key certificate. |
PUBLIC_KEY_BLOB | The certificate store is a string (base-64-encoded) that contains a PEM- or DER-encoded public key certificate. |
SSHPUBLIC_KEY_FILE | The certificate store is the name of a file that contains an SSH-style public key. |
SSHPUBLIC_KEY_BLOB | The certificate store is a string (base-64-encoded) that contains an SSH-style public key. |
P7BFILE | The certificate store is the name of a PKCS7 file containing certificates. |
PPKFILE | The certificate store is the name of a file that contains a PuTTY Private Key (PPK). |
XMLFILE | The certificate store is the name of a file that contains a certificate in XML format. |
XMLBLOB | The certificate store is a string that contains a certificate in XML format. |
The password for the TLS/SSL client certificate.
If the certificate store is of a type that requires a password, this property is used to specify that password to open the certificate store.
The subject of the TLS/SSL client certificate.
When loading a certificate the subject is used to locate the certificate in the store.
If an exact match is not found, the store is searched for subjects containing the value of the property. If a match is still not found, the property is set to an empty string, and no certificate is selected.
The special value "*" picks the first certificate in the certificate store.
The certificate subject is a comma separated list of distinguished name fields and values. For example, "CN=www.server.com, OU=test, C=US, [email protected]". The common fields and their meanings are shown below.
Field | Meaning |
CN | Common Name. This is commonly a host name like www.server.com. |
O | Organization |
OU | Organizational Unit |
L | Locality |
S | State |
C | Country |
E | Email Address |
If a field value contains a comma, it must be quoted.
The certificate to be accepted from the server when connecting using TLS/SSL.
If using a TLS/SSL connection, this property can be used to specify the TLS/SSL certificate to be accepted from the server. Any other certificate that is not trusted by the machine is rejected.
This property can take the following forms:
Description | Example |
A full PEM Certificate (example shortened for brevity) | -----BEGIN CERTIFICATE----- MIIChTCCAe4CAQAwDQYJKoZIhv......Qw== -----END CERTIFICATE----- |
A path to a local file containing the certificate | C:\cert.cer |
The public key (example shortened for brevity) | -----BEGIN RSA PUBLIC KEY----- MIGfMA0GCSq......AQAB -----END RSA PUBLIC KEY----- |
The MD5 Thumbprint (hex values can also be either space or colon separated) | ecadbdda5a1529c58a1e9e09828d70e4 |
The SHA1 Thumbprint (hex values can also be either space or colon separated) | 34a929226ae0819f2ec14b4a3d904f801cbb150d |
If not specified, any certificate trusted by the machine is accepted.
Use '*' to signify to accept all certificates. Note that this is not recommended due to security concerns.
This section provides a complete list of the Firewall properties you can configure in the connection string for this provider.
Property | Description |
FirewallType | The protocol used by a proxy-based firewall. |
FirewallServer | The name or IP address of a proxy-based firewall. |
FirewallPort | The TCP port for a proxy-based firewall. |
FirewallUser | The user name to use to authenticate with a proxy-based firewall. |
FirewallPassword | A password used to authenticate to a proxy-based firewall. |
The protocol used by a proxy-based firewall.
This property specifies the protocol that the Sync App will use to tunnel traffic through the FirewallServer proxy. Note that by default, the Sync App connects to the system proxy; to disable this behavior and connect to one of the following proxy types, set ProxyAutoDetect to false.
Type | Default Port | Description |
TUNNEL | 80 | When this is set, the Sync App opens a connection to Azure Cosmos DB and traffic flows back and forth through the proxy. |
SOCKS4 | 1080 | When this is set, the Sync App sends data through the SOCKS 4 proxy specified by FirewallServer and FirewallPort and passes the FirewallUser value to the proxy, which determines if the connection request should be granted. |
SOCKS5 | 1080 | When this is set, the Sync App sends data through the SOCKS 5 proxy specified by FirewallServer and FirewallPort. If your proxy requires authentication, set FirewallUser and FirewallPassword to credentials the proxy recognizes. |
To connect to HTTP proxies, use ProxyServer and ProxyPort. To authenticate to HTTP proxies, use ProxyAuthScheme, ProxyUser, and ProxyPassword.
The name or IP address of a proxy-based firewall.
This property specifies the IP address, DNS name, or host name of a proxy allowing traversal of a firewall. The protocol is specified by FirewallType: Use FirewallServer with this property to connect through SOCKS or do tunneling. Use ProxyServer to connect to an HTTP proxy.
Note that the Sync App uses the system proxy by default. To use a different proxy, set ProxyAutoDetect to false.
The TCP port for a proxy-based firewall.
This specifies the TCP port for a proxy allowing traversal of a firewall. Use FirewallServer to specify the name or IP address. Specify the protocol with FirewallType.
The user name to use to authenticate with a proxy-based firewall.
The FirewallUser and FirewallPassword properties are used to authenticate against the proxy specified in FirewallServer and FirewallPort, following the authentication method specified in FirewallType.
A password used to authenticate to a proxy-based firewall.
This property is passed to the proxy specified by FirewallServer and FirewallPort, following the authentication method specified by FirewallType.
This section provides a complete list of the Proxy properties you can configure in the connection string for this provider.
Property | Description |
ProxyAutoDetect | This indicates whether to use the system proxy settings or not. This takes precedence over other proxy settings, so you'll need to set ProxyAutoDetect to FALSE in order use custom proxy settings. |
ProxyServer | The hostname or IP address of a proxy to route HTTP traffic through. |
ProxyPort | The TCP port the ProxyServer proxy is running on. |
ProxyAuthScheme | The authentication type to use to authenticate to the ProxyServer proxy. |
ProxyUser | A user name to be used to authenticate to the ProxyServer proxy. |
ProxyPassword | A password to be used to authenticate to the ProxyServer proxy. |
ProxySSLType | The SSL type to use when connecting to the ProxyServer proxy. |
ProxyExceptions | A semicolon separated list of destination hostnames or IPs that are exempt from connecting through the ProxyServer . |
This indicates whether to use the system proxy settings or not. This takes precedence over other proxy settings, so you'll need to set ProxyAutoDetect to FALSE in order use custom proxy settings.
This takes precedence over other proxy settings, so you'll need to set ProxyAutoDetect to FALSE in order use custom proxy settings.
To connect to an HTTP proxy, see ProxyServer. For other proxies, such as SOCKS or tunneling, see FirewallType.
The hostname or IP address of a proxy to route HTTP traffic through.
The hostname or IP address of a proxy to route HTTP traffic through. The Sync App can use the HTTP, Windows (NTLM), or Kerberos authentication types to authenticate to an HTTP proxy.
If you need to connect through a SOCKS proxy or tunnel the connection, see FirewallType.
By default, the Sync App uses the system proxy. If you need to use another proxy, set ProxyAutoDetect to false.
The TCP port the ProxyServer proxy is running on.
The port the HTTP proxy is running on that you want to redirect HTTP traffic through. Specify the HTTP proxy in ProxyServer. For other proxy types, see FirewallType.
The authentication type to use to authenticate to the ProxyServer proxy.
This value specifies the authentication type to use to authenticate to the HTTP proxy specified by ProxyServer and ProxyPort.
Note that the Sync App will use the system proxy settings by default, without further configuration needed; if you want to connect to another proxy, you will need to set ProxyAutoDetect to false, in addition to ProxyServer and ProxyPort. To authenticate, set ProxyAuthScheme and set ProxyUser and ProxyPassword, if needed.
The authentication type can be one of the following:
If you need to use another authentication type, such as SOCKS 5 authentication, see FirewallType.
A user name to be used to authenticate to the ProxyServer proxy.
The ProxyUser and ProxyPassword options are used to connect and authenticate against the HTTP proxy specified in ProxyServer.
You can select one of the available authentication types in ProxyAuthScheme. If you are using HTTP authentication, set this to the user name of a user recognized by the HTTP proxy. If you are using Windows or Kerberos authentication, set this property to a user name in one of the following formats:
user@domain domain\user
A password to be used to authenticate to the ProxyServer proxy.
This property is used to authenticate to an HTTP proxy server that supports NTLM (Windows), Kerberos, or HTTP authentication. To specify the HTTP proxy, you can set ProxyServer and ProxyPort. To specify the authentication type, set ProxyAuthScheme.
If you are using HTTP authentication, additionally set ProxyUser and ProxyPassword to HTTP proxy.
If you are using NTLM authentication, set ProxyUser and ProxyPassword to your Windows password. You may also need these to complete Kerberos authentication.
For SOCKS 5 authentication or tunneling, see FirewallType.
By default, the Sync App uses the system proxy. If you want to connect to another proxy, set ProxyAutoDetect to false.
The SSL type to use when connecting to the ProxyServer proxy.
This property determines when to use SSL for the connection to an HTTP proxy specified by ProxyServer. This value can be AUTO, ALWAYS, NEVER, or TUNNEL. The applicable values are the following:
AUTO | Default setting. If the URL is an HTTPS URL, the Sync App will use the TUNNEL option. If the URL is an HTTP URL, the component will use the NEVER option. |
ALWAYS | The connection is always SSL enabled. |
NEVER | The connection is not SSL enabled. |
TUNNEL | The connection is through a tunneling proxy. The proxy server opens a connection to the remote host and traffic flows back and forth through the proxy. |
A semicolon separated list of destination hostnames or IPs that are exempt from connecting through the ProxyServer .
The ProxyServer is used for all addresses, except for addresses defined in this property. Use semicolons to separate entries.
Note that the Sync App uses the system proxy settings by default, without further configuration needed; if you want to explicitly configure proxy exceptions for this connection, you need to set ProxyAutoDetect = false, and configure ProxyServer and ProxyPort. To authenticate, set ProxyAuthScheme and set ProxyUser and ProxyPassword, if needed.
This section provides a complete list of the Logging properties you can configure in the connection string for this provider.
Property | Description |
LogModules | Core modules to be included in the log file. |
Core modules to be included in the log file.
Only the modules specified (separated by ';') will be included in the log file. By default all modules are included.
See the Logging page for an overview.
This section provides a complete list of the Schema properties you can configure in the connection string for this provider.
Property | Description |
Location | A path to the directory that contains the schema files defining tables, views, and stored procedures. |
BrowsableSchemas | This property restricts the schemas reported to a subset of the available schemas. For example, BrowsableSchemas=SchemaA,SchemaB,SchemaC. |
Tables | This property restricts the tables reported to a subset of the available tables. For example, Tables=TableA,TableB,TableC. |
Views | Restricts the views reported to a subset of the available tables. For example, Views=ViewA,ViewB,ViewC. |
Schema | Specify the Azure Cosmos DB database you want to work with. |
A path to the directory that contains the schema files defining tables, views, and stored procedures.
The path to a directory which contains the schema files for the Sync App (.rsd files for tables and views, .rsb files for stored procedures). The folder location can be a relative path from the location of the executable. The Location property is only needed if you want to customize definitions (for example, change a column name, ignore a column, and so on) or extend the data model with new tables, views, or stored procedures.
If left unspecified, the default location is "%APPDATA%\\CData\\CosmosDB Data Provider\\Schema" with %APPDATA% being set to the user's configuration directory:
This property restricts the schemas reported to a subset of the available schemas. For example, BrowsableSchemas=SchemaA,SchemaB,SchemaC.
Listing the schemas from databases can be expensive. Providing a list of schemas in the connection string improves the performance.
This property restricts the tables reported to a subset of the available tables. For example, Tables=TableA,TableB,TableC.
Listing the tables from some databases can be expensive. Providing a list of tables in the connection string improves the performance of the Sync App.
This property can also be used as an alternative to automatically listing views if you already know which ones you want to work with and there would otherwise be too many to work with.
Specify the tables you want in a comma-separated list. Each table should be a valid SQL identifier with any special characters escaped using square brackets, double-quotes or backticks. For example, Tables=TableA,[TableB/WithSlash],WithCatalog.WithSchema.`TableC With Space`.
Note that when connecting to a data source with multiple schemas or catalogs, you will need to provide the fully qualified name of the table in this property, as in the last example here, to avoid ambiguity between tables that exist in multiple catalogs or schemas.
Restricts the views reported to a subset of the available tables. For example, Views=ViewA,ViewB,ViewC.
Listing the views from some databases can be expensive. Providing a list of views in the connection string improves the performance of the Sync App.
This property can also be used as an alternative to automatically listing views if you already know which ones you want to work with and there would otherwise be too many to work with.
Specify the views you want in a comma-separated list. Each view should be a valid SQL identifier with any special characters escaped using square brackets, double-quotes or backticks. For example, Views=ViewA,[ViewB/WithSlash],WithCatalog.WithSchema.`ViewC With Space`.
Note that when connecting to a data source with multiple schemas or catalogs, you will need to provide the fully qualified name of the table in this property, as in the last example here, to avoid ambiguity between tables that exist in multiple catalogs or schemas.
Specify the Azure Cosmos DB database you want to work with.
Specify the Azure Cosmos DB database you want to work with.
This section provides a complete list of the Miscellaneous properties you can configure in the connection string for this provider.
Property | Description |
CalculateAggregates | Specifies whether will return the calculated value of the aggregates or grouped by partiton range. |
ConsistencyLevel | Denotes the type of token: master or resource. |
FlattenArrays | By default, nested arrays are returned as strings of JSON. The FlattenArrays property can be used to flatten the elements of nested arrays into columns of their own. Set FlattenArrays to the number of elements you want to return from nested arrays. |
FlattenObjects | Set FlattenObjects to true to flatten object properties into columns of their own. Otherwise, objects nested in arrays are returned as strings of JSON. |
GenerateSchemaFiles | Indicates the user preference as to when schemas should be generated and saved. |
MaxRows | Limits the number of rows returned rows when no aggregation or group by is used in the query. This helps avoid performance issues at design time. |
MaxThreads | Specifies the maximum number of concurrent requests for Batch CUD (Create, Update, Delete) operations. |
MultiThreadCount | Aggregate queries in partitioned collections will require parallel requests for different partition ranges. Set this to the number of parallel request to be issued in the same time. |
Other | These hidden properties are used only in specific use cases. |
Pagesize | The maximum number of results to return per page from Azure Cosmos DB. |
PseudoColumns | This property indicates whether or not to include pseudo columns as columns to the table. |
RowScanDepth | The maximum number of rows to scan to look for the columns available in a table. |
SeparatorCharacter | The character or characters used to denote hierarchy. |
SetPartitionKeyAsPK | Whether or not to use the collection's Partition Key field as part of composite Primary Key for the corresponding exposed table. |
Timeout | The value in seconds until the timeout error is thrown, canceling the operation. |
TypeDetectionScheme | Comma-separated options for how the provider will scan the data to determine the fields and datatypes in each document collection. |
UserDefinedViews | A filepath pointing to the JSON configuration file containing your custom views. |
UseRidAsPk | Set this property to false to switch using the id column as primary key instead the default _rid. |
WriteThroughputBudget | Defines the Requests Units (RU) budget per Second that the Batch CUD (Create, Update, Delete) operations should not exceed. |
Specifies whether will return the calculated value of the aggregates or grouped by partiton range.
Specifies whether will return the calculated value of the aggregates or grouped by partiton range.
Denotes the type of token: master or resource.
The consistency level override for read options against documents and attachments. The valid values are: Strong, Bounded, Session, or Eventual (in order of strongest to weakest). The override must be the same or weaker than the account's configured consistency level.
The consistency level override for read options against documents and attachments. The valid values are: Strong, Bounded, Session, or Eventual (in order of strongest to weakest). The override must be the same or weaker than the account's configured consistency level.
By default, nested arrays are returned as strings of JSON. The FlattenArrays property can be used to flatten the elements of nested arrays into columns of their own. Set FlattenArrays to the number of elements you want to return from nested arrays.
By default, nested arrays are returned as strings of JSON. The FlattenArrays property can be used to flatten the elements of nested arrays into columns of their own. This is only recommended for arrays that are expected to be short.
Set FlattenArrays to the number of elements you want to return from nested arrays. The specified elements are returned as columns. The zero-based index is concatenated to the column name. Other elements are ignored.
For example, you can return an arbitrary number of elements from an array of strings:
["FLOW-MATIC","LISP","COBOL"]When FlattenArrays is set to 1, the preceding array is flattened into the following table:
Column Name | Column Value |
languages.0 | FLOW-MATIC |
Setting FlattenArrays to -1 will flatten all the elements of nested arrays.
Set FlattenObjects to true to flatten object properties into columns of their own. Otherwise, objects nested in arrays are returned as strings of JSON.
Set FlattenObjects to true to flatten object properties into columns of their own. Otherwise, objects nested in arrays are returned as strings of JSON. The property name is concatenated onto the object name with a dot to generate the column name.
For example, you can flatten the nested objects below at connection time:
[ { "grade": "A", "score": 2 }, { "grade": "A", "score": 6 }, { "grade": "A", "score": 10 }, { "grade": "A", "score": 9 }, { "grade": "B", "score": 14 } ]When FlattenObjects is set to true and FlattenArrays is set to 1, the preceding array is flattened into the following table:
Column Name | Column Value |
grades.0.grade | A |
grades.0.score | 2 |
Indicates the user preference as to when schemas should be generated and saved.
GenerateSchemaFiles enables you to save the table definitions identified by Automatic Schema Discovery. This property outputs schemas to .rsd files in the path specified by Location.
Available settings are the following:
When you set GenerateSchemaFiles to OnUse, the Sync App generates schemas as you execute SELECT queries. Schemas are generated for each table referenced in the query.
When you set GenerateSchemaFiles to OnCreate, schemas are only generated when a CREATE TABLE query is executed.
Another way to use this property is to obtain schemas for every table in your database when you connect. To do so, set GenerateSchemaFiles to OnStart and connect.
If your data structures are volatile, consider setting GenerateSchemaFiles to Never and using dynamic schemas. See Automatic Schema Discovery for more information about dynamic schemas.
Schema files have a simple format that makes them easy to modify. See Custom Schema Definitions for more information.
Limits the number of rows returned rows when no aggregation or group by is used in the query. This helps avoid performance issues at design time.
Limits the number of rows returned rows when no aggregation or group by is used in the query. This helps avoid performance issues at design time.
Specifies the maximum number of concurrent requests for Batch CUD (Create, Update, Delete) operations.
This property should be used in conjunction with the WriteThroughputBudget connection property. The Sync App may execute less parallel requests than the configured MaxThreads value, since it always aims to not exceed the WriteThroughputBudget limit. The number of concurrent requests will also depend on the running machine's resources.
Note: This property is applicable only when executing batch CUD operations.
Aggregate queries in partitioned collections will require parallel requests for different partition ranges. Set this to the number of parallel request to be issued in the same time.
Aggregate queries in partitioned collections will require parallel requests for different partition ranges. Set this to the number of parallel request to be issued in the same time.
These hidden properties are used only in specific use cases.
The properties listed below are available for specific use cases. Normal driver use cases and functionality should not require these properties.
Specify multiple properties in a semicolon-separated list.
DefaultColumnSize | Sets the default length of string fields when the data source does not provide column length in the metadata. The default value is 2000. |
ConvertDateTimeToGMT | Determines whether to convert date-time values to GMT, instead of the local time of the machine. |
RecordToFile=filename | Records the underlying socket data transfer to the specified file. |
The maximum number of results to return per page from Azure Cosmos DB.
The Pagesize property affects the maximum number of results to return per page from Azure Cosmos DB. Setting a higher value may result in better performance at the cost of additional memory allocated per page consumed.
This property indicates whether or not to include pseudo columns as columns to the table.
This setting is particularly helpful in Entity Framework, which does not allow you to set a value for a pseudo column unless it is a table column. The value of this connection setting is of the format "Table1=Column1, Table1=Column2, Table2=Column3". You can use the "*" character to include all tables and all columns; for example, "*=*".
The maximum number of rows to scan to look for the columns available in a table.
The columns in a table must be determined by scanning table rows. This value determines the maximum number of rows that will be scanned.
Setting a high value may decrease performance. Setting a low value may prevent the data type from being determined properly, especially when there is null data.
The character or characters used to denote hierarchy.
In order to flatten out hierarchical structures, the Sync App needs some specifier that states the path to a column through the hierarchy. If this value is "." and a column comes back with the name address.city, this indicates that there is a mapped attribute with a child called city. If your data has columns that already use a single period within the attribute name, set the SeparatorCharacter to a different character or characters.
Whether or not to use the collection's Partition Key field as part of composite Primary Key for the corresponding exposed table.
By default, this is set to TRUE, and the collection's Partition Key is used as part of the table's composite Primary Key along with the _rid column. If this is set to FALSE, only the _rid column will serve as the Primary Key for the exposed table.
The value in seconds until the timeout error is thrown, canceling the operation.
If Timeout = 0, operations do not time out. The operations run until they complete successfully or until they encounter an error condition.
If Timeout expires and the operation is not yet complete, the Sync App throws an exception.
Comma-separated options for how the provider will scan the data to determine the fields and datatypes in each document collection.
None | Setting TypeDetectionScheme to None will return all columns as a string type. Cannot be combined with other options. |
RowScan | Setting TypeDetectionScheme to RowScan will scan rows to heuristically determine the data type. The RowScanDepth determines the number of rows to be scanned. Can be used with Recent. |
Recent | Setting TypeDetectionScheme to Recent will determine whether RowScan is executed on the most recent documents in the collection. Can be used with RowScan. |
RawValue | Setting TypeDetectionScheme to RawValue will push each document as single aggregate on a column named JsonData, along with its resource identifier on the separate Primary Key column. Cannot be combined with other options. |
A filepath pointing to the JSON configuration file containing your custom views.
User Defined Views are defined in a JSON-formatted configuration file called UserDefinedViews.json. The Sync App automatically detects the views specified in this file.
You can also have multiple view definitions and control them using the UserDefinedViews connection property. When you use this property, only the specified views are seen by the Sync App.
This User Defined View configuration file is formatted as follows:
For example:
{ "MyView": { "query": "SELECT * FROM [CData].[Entities].Customers WHERE MyColumn = 'value'" }, "MyView2": { "query": "SELECT * FROM MyTable WHERE Id IN (1,2,3)" } }Use the UserDefinedViews connection property to specify the location of your JSON configuration file. For example:
"UserDefinedViews", "C:\\Users\\yourusername\\Desktop\\tmp\\UserDefinedViews.json"
Set this property to false to switch using the id column as primary key instead the default _rid.
Since CosmosDB allows you to use both _rid and id fields as unique values for retrieving resource data, you can set this property to false to switch using the id column as primary key instead the default _rid.
Defines the Requests Units (RU) budget per Second that the Batch CUD (Create, Update, Delete) operations should not exceed.
The Sync App will dynamically adjust the maximum number of requests per second depending on the configured RU budget. Although the Sync App always aims to not exceed the RU budget, since the requests throttling logic is applied client-side, it may be exceeded by a relatively small amount in a few cases. These cases include Inserting, Updating and Deleting records with highly variable column count and input value length per column.
Note: This property is applicable only when executing batch CUD operations.