Google Ads
This page contains the setup guide and reference information for the Google Ads source connector.
Prerequisites
- A Google Ads Account linked to a Google Ads Manager account
- (For Airbyte Open Source):
- A Developer Token
- OAuth credentials to authenticate your Google account
Setup guide
Step 1: (For Airbyte Open Source) Apply for a developer token
To set up the Google Ads source connector with Airbyte Open Source, you will need to obtain a developer token. This token allows you to access your data from the Google Ads API. Please note that Google is selective about which software and use cases are issued this token. The Airbyte team has worked with the Google Ads team to allowlist Airbyte and ensure you can get a developer token (see issue 1981 for more information on this topic).
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To proceed with obtaining a developer token, you will first need to create a Google Ads Manager account. Standard Google Ads accounts cannot generate a developer token.
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To apply for the developer token, please follow Google's instructions.
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When you apply for the token, make sure to include the following:
- Why you need the token (example: Want to run some internal analytics)
- That you will be using the Airbyte Open Source project
- That you have full access to the code base (because we're open source)
- That you have full access to the server running the code (because you're self-hosting Airbyte)
You will not be able to access your data via the Google Ads API until this token is approved. You cannot use a test developer token; it has to be at least a basic developer token. The approval process typically takes around 24 hours.
Step 2: (For Airbyte Open Source) Obtain your OAuth credentials
If you are using Airbyte Open Source, you will need to obtain the following OAuth credentials to authenticate your Google Ads account:
- Client ID
- Client Secret
- Refresh Token
Please refer to Google's documentation for detailed instructions on how to obtain these credentials.
A single access token can grant varying degrees of access to multiple APIs. A variable parameter called scope controls the set of resources and operations that an access token permits. During the access token request, your app sends one or more values in the scope parameter.
The scope for the Google Ads API is: https://www.googleapis.com/auth/adwords
Each Google Ads API developer token is assigned an access level and "permissible use". The access level determines whether you can affect production accounts and the number of operations and requests that you can execute daily. Permissible use determines the specific Google Ads API features that the developer token is allowed to use. Read more about it and apply for higher access here.
Step 3: Set up the Google Ads connector in Airbyte
For Airbyte Cloud:
To set up Google Ads as a source in Airbyte Cloud:
- Log in to your Airbyte Cloud account.
- In the left navigation bar, click Sources. In the top-right corner, click + New source.
- Find and select Google Ads from the list of available sources.
- Enter a Source name of your choosing.
- Click Sign in with Google to authenticate your Google Ads account. In the pop-up, select the appropriate Google account and click Continue to proceed.
- (Optional) Enter a comma-separated list of the Customer ID(s) for your account. These IDs are 10-digit numbers that uniquely identify your account. To find your Customer ID, please follow Google's instructions. Leaving this field blank will replicate data from all connected accounts.
- (Optional) Enter customer statuses to filter customers. Leaving this field blank will replicate data from all accounts. Check Google Ads documentation for more info.
- (Optional) Enter a Start Date using the provided datepicker, or by programmatically entering the date in YYYY-MM-DD format. The data added on and after this date will be replicated. (Default start date is 2 years ago)
- (Optional) You can use the Custom GAQL Queries field to enter a custom query using Google Ads Query Language. Click Add and enter your query, as well as the desired name of the table for this data in the destination. Multiple queries can be provided. For more information on formulating these queries, refer to our guide below.
- (Required for Manager accounts) If accessing your account through a Google Ads Manager account, you must enter the Customer ID of the Manager account.
- (Optional) Enter a Conversion Window. This is the number of days after an ad interaction during which a conversion is recorded in Google Ads. For more information on this topic, refer to the Google Ads Help Center. This field defaults to 14 days.
- (Optional) Enter an End Date in YYYY-MM-DD format. Any data added after this date will not be replicated. Leaving this field blank will replicate all data from the start date onward.
- Click Set up source and wait for the tests to complete.
For Airbyte Open Source:
To set up Google Ads as a source in Airbyte Open Source:
- Log in to your Airbyte Open Source account.
- In the left navigation bar, click Sources. In the top-right corner, click + New source.
- Find and select Google Ads from the list of available sources.
- Enter a Source name of your choosing.
- Enter the Developer Token you obtained from Google.
- To authenticate your Google account, enter your Google application's Client ID, Client Secret, Refresh Token, and optionally, the Access Token.
- (Optional) Enter a comma-separated list of the Customer ID(s) for your account. These IDs are 10-digit numbers that uniquely identify your account. To find your Customer ID, please follow Google's instructions. Leaving this field blank will replicate data from all connected accounts.
- (Optional) Enter customer statuses to filter customers. Leaving this field blank will replicate data from all accounts. Check Google Ads documentation for more info.
- (Optional) Enter a Start Date using the provided datepicker, or by programmatically entering the date in YYYY-MM-DD format. The data added on and after this date will be replicated. (Default start date is 2 years ago)
- (Optional) You can use the Custom GAQL Queries field to enter a custom query using Google Ads Query Language. Click Add and enter your query, as well as the desired name of the table for this data in the destination. Multiple queries can be provided. For more information on formulating these queries, refer to our guide below.
- (Required for Manager accounts) If accessing your account through a Google Ads Manager account, you must enter the Customer ID of the Manager account.
- (Optional) Enter a Conversion Window. This is the number of days after an ad interaction during which a conversion is recorded in Google Ads. For more information on this topic, see the section on Conversion Windows below, or refer to the Google Ads Help Center. This field defaults to 14 days.
- (Optional) Enter an End Date in YYYY-MM-DD format. Any data added after this date will not be replicated. Leaving this field blank will replicate all data from the start date onward.
- Click Set up source and wait for the tests to complete.
Supported Sync Modes
The Google Ads source connector supports the following sync modes:
- Full Refresh - Overwrite
- Full Refresh - Append
- Incremental Sync - Append
- Incremental Sync - Append + Deduped
Incremental Events Streams
List of stream:
These streams support incremental updates, including deletions, leveraging the Change Status stream. However, they only capture updates from the most recent three months.
The initial sync operates as a full refresh. Subsequent syncs begin by reading updates from the Change Status stream, followed by syncing records based on their IDs.
It's important to note that the Google Ads API resource ChangeStatus has a limit of 10,000 records per request. That's why you cannot sync stream with more than 10,000 updates in a single microsecond. In such cases, it's recommended to use a full refresh sync to ensure all updates are captured.
Supported Streams
The Google Ads source connector can sync the following tables. It can also sync custom queries using GAQL.
Main Tables
Highlights the setup and configurations of a Google Ads account. It encompasses features like call reporting and conversion tracking, giving a clear picture of the account's operational settings and features.
Targeting option for a campaign, such as a keyword, placement, or audience.
Represents the bidding strategy at the campaign level.
Represents labels that can be attached to different entities such as campaigns or ads.
Different attributes of ads from ad groups segmented by date.
Represents an ad group within a campaign. Ad groups contain one or more ads which target a shared set of keywords.
Represents the bidding strategy at the ad group level.
Represents criteria in an ad group, such as keywords or placements.
Represents criteria for listing group ads.
Represents user lists that are defined by the advertiser to target specific users.
A particular interest-based vertical to be targeted.
A click view with metrics aggregated at each click level, including both valid and invalid clicks.
Note that ad_group, ad_group_ad, and campaign contain a labels field, which should be joined against their respective *_label streams if you want to view the actual labels. For example, the ad_group stream contains an ad_group.labels field, which you would join against the ad_group_label stream's label.resource_name field.
Report Tables
Provides in-depth metrics related to ads interactions, including viewability, click-through rates, and conversions. Segments data by various factors, offering a granular look into how ads perform across different contexts.
Represents a campaign in Google Ads.
Represents the budget settings of a campaign.
Geographic View includes all metrics aggregated at the country level. It reports metrics at either actual physical location of the user or an area of interest.
User Location View includes all metrics aggregated at the country level. It reports metrics at the actual physical location of the user by targeted or not targeted location.
Metrics for display keywords, which are keywords that are targeted in display campaigns.
Reporting view that shows metrics aggregated by topic, which are broad categories of interests that users have.
Provides Shopping campaign statistics aggregated at several product dimension levels. Product dimension values from Merchant Center such as brand, category, custom attributes, product condition and product type will reflect the state of each dimension as of the date and time when the corresponding event was recorded.
Provides metrics related to the performance of keywords in the campaign.
Metrics and attributes of legacy ads from ad groups.
Due to Google Ads API constraints, the click_view stream retrieves data one day at a time and can only retrieve data newer than 90 days ago. Also, metrics cannot be requested for a Google Ads Manager account. Report streams are only available when pulling data from a non-manager account.
Google Ads doesn't support PERFORMANCE_MAX campaigns on ad_group or ad stream level, only on campaign level.
If you have this type of campaign Google will remove them from the results for the ads reports.
More info and Google Discussions.
For incremental streams, data is synced up to the previous day using your Google Ads account time zone since Google Ads can filter data only by date without time. Also, some reports cannot load data real-time due to Google Ads limitations.
Reasoning Behind Primary Key Selection
Primary keys are chosen to uniquely identify records within streams. In this selection, we considered the scope of ID uniqueness as detailed in the Google Ads API structure documentation. This approach guarantees that each record remains unique across various scopes and contexts. Moreover, in the Google Ads API, segmentation is crucial for dissecting performance data. As pointed out in the Google Ads support documentation, segments offer a granular insight into data based on specific criteria, like device type or click interactions.
Custom Query: Understanding Google Ads Query Language
Additional streams for Google Ads can be dynamically created using custom queries.
The Google Ads Query Language queries the Google Ads API. Review the Google Ads Query Language and the query builder to validate your query. You can then add these as custom queries when configuring the Google Ads source.
Example GAQL Custom Query:
SELECT
campaign.name,
metrics.conversions,
metrics.conversions_by_conversion_date
FROM ad_group
Note the segments.date is automatically added to the output, and does not need to be specified in the custom query. All custom reports will by synced by day.
Each custom query in the input configuration must work for all the customer account IDs. Otherwise, the customer ID will be skipped for every query that fails the validation test. For example, if your query contains metrics fields in the select clause, it will not be executed against manager accounts.
Follow Google's guidance on Selectability between segments and metrics when editing custom queries or default stream schemas (which will also be turned into GAQL queries by the connector). Fields like segments.keyword.info.text, segments.keyword.info.match_type, segments.keyword.ad_group_criterion in the SELECT clause tell the query to only get the rows of data that have keywords and remove any row that is not associated with a keyword. This is often unobvious and undesired behavior and can lead to missing data records. If you need this field in the stream, add a new stream instead of editing the existing ones.
For an existing Google Ads source, when you are updating or removing Custom GAQL Queries, you should also subsequently refresh your source schema to pull in any changes.
Difference between manager and client accounts
A manager account isn't an "upgrade" of your Google Ads account. Instead, it's an entirely new Google Ads account you create. Think of a manager account as an umbrella Google Ads account with several individual Google Ads accounts linked to it. You can link new and existing Google Ads accounts, as well as other manager accounts.
You can then monitor ad performance, update campaigns, and manage other account tasks for those client accounts. Your manager account can also be given ownership of a client account. This allows you to manage user access for the client account.
Link for more details on how it works and how you can create it.
Manager Accounts (MCC) primarily focus on account management and oversight. They can access and manage multiple client accounts, view shared resources, and handle invitations to link with client accounts.
Client Accounts are more operationally focused. They deal with campaign management, bidding, keywords, targeting, extensions, metrics, reporting, billing, and other ad-specific functionalities.
While both types of accounts can access a wide range of resources in the API, the difference lies in their scope and purpose. Manager accounts have a broader oversight, while client accounts delve into the specifics of advertising operations.
For detailed information, refer to the official documentation.
Note on Conversion Windows
In digital advertising, a 'conversion' typically refers to a user undertaking a desired action after viewing or interacting with an ad. This could be anything from clicking through to the advertiser's website, signing up for a newsletter, making a purchase, and so on. The conversion window is the period of time after a user sees or clicks on an ad during which their actions can still be credited to that ad.
For example, imagine an online shoe store runs an ad and sets a conversion window of 30 days. If you click on that ad today, any purchases you make on the shoe store's site within the next 30 days will be considered conversions resulting from that ad. The length of the conversion window can vary depending on the goals of the advertiser and the nature of the product or service. Some businesses might set a shorter conversion window if they're promoting a limited-time offer, while others might set a longer window if they're advertising a product that consumers typically take a while to think about before buying.
In essence, the conversion window is a tool for measuring the effectiveness of an advertising campaign. By tracking the actions users take after viewing or interacting with an ad, businesses can gain insight into how well their ads are working and adjust their strategies accordingly.
In the case of configuring the Google Ads source connector, each time a sync is run the connector will retrieve all conversions that were active within the specified conversion window. For example, if you set a conversion window of 30 days, each time a sync is run, the connector will pull all conversions that were active within the past 30 days. Due to this mechanism, it may seem like the same campaigns, ad groups, or ads have different conversion numbers. However, in reality, each data record accurately reflects the number of conversions for that particular resource at the time of extracting the data from the Google Ads API.
Performance considerations
This source is constrained by the Google Ads API limits
Due to a limitation in the Google Ads API which does not allow getting performance data at a granularity level smaller than a day, the Google Ads connector usually pulls data up until the previous day. For example, if the sync runs on Wednesday at 5 PM, then data up until Tuesday midnight is pulled. Data for Wednesday is exported only if a sync runs after Wednesday (for example, 12:01 AM on Thursday) and so on. This avoids syncing partial performance data, only to have to resync it again once the full day's data has been recorded by Google. For example, without this functionality, a sync which runs on Wednesday at 5 PM would get ads performance data for Wednesday between 12:01 AM - 5 PM on Wednesday, then it would need to run again at the end of the day to get all of Wednesday's data.
Changelog
| Version | Date | Pull Request | Subject |
|---|---|---|---|
3.1.0 | 2023-12-22 | 33707 | Add possibility to sync all connected accounts |
3.0.0 | 2023-12-07 | 33120 | Upgrade API version to v15 |
2.0.4 | 2023-11-10 | 32414 | Add backoff strategy for read_records method |
2.0.3 | 2023-11-02 | 32102 | Fix incremental events streams |
2.0.2 | 2023-10-31 | 32001 | Added handling (retry) for InternalServerError while reading the streams |
2.0.1 | 2023-10-27 | 31908 | Base image migration: remove Dockerfile and use the python-connector-base image |
2.0.0 | 2023-10-04 | 31048 | Fix schem default streams, change names of streams. |
1.0.0 | 2023-09-28 | 30705 | Fix schemas for custom queries |
0.11.1 | 2023-09-26 | 30758 | Exception should not be raises if a stream is not found |
0.11.0 | 2023-09-23 | 30704 | Update error handling |
0.10.0 | 2023-09-19 | 30091 | Fix schemas for correct primary and foreign keys |
0.9.0 | 2023-09-14 | 28970 | Add incremental deletes for Campaign and Ad Group Criterion streams |
0.8.1 | 2023-09-13 | 30376 | Revert pagination changes from 0.8.0 |
0.8.0 | 2023-09-01 | 30071 | Delete start_date from required parameters and fix pagination |
0.7.4 | 2023-07-28 | 28832 | Update field descriptions |
0.7.3 | 2023-07-24 | 28510 | Set dates with client's timezone |
0.7.2 | 2023-07-20 | 28535 | UI improvement: Make the query field in custom reports a multi-line string field |
0.7.1 | 2023-07-17 | 28365 | 0.3.1 and 0.3.2 follow up: make today the end date, not yesterday |
0.7.0 | 2023-07-12 | 28246 | Add new streams: labels, criterions, biddig strategies |
0.6.1 | 2023-07-12 | 28230 | Reduce amount of logs produced by the connector while working with big amount of data |
0.6.0 | 2023-07-10 | 28078 | Add new stream Campaign Budget |
0.5.0 | 2023-07-07 | 28042 | Add metrics & segment to Campaigns stream |
0.4.3 | 2023-07-05 | 27959 | Add audience and user_interest streams |
0.3.3 | 2023-07-03 | 27913 | Improve Google Ads exception handling (wrong customer ID) |
0.3.2 | 2023-06-29 | 27835 | Fix bug introduced in 0.3.1: update query template |
0.3.1 | 2023-06-26 | 27711 | Refactor date slicing; make start date inclusive |
0.3.0 | 2023-06-26 | 27738 | License Update: Elv2 |
0.2.24 | 2023-06-06 | 27608 | Improve Google Ads exception handling |
0.2.23 | 2023-06-06 | 26905 | Replace deprecated authSpecification in the connector specification with advancedAuth |
0.2.22 | 2023-06-02 | 26948 | Refactor error messages; add pattern_descriptor for fields in spec |
0.2.21 | 2023-05-30 | 25314 | Add full refresh custom table asset_group_listing_group_filter |
0.2.20 | 2023-05-30 | 25624 | Add asset Resource to full refresh custom tables (GAQL Queries) |
0.2.19 | 2023-05-15 | 26209 | Handle Token Refresh errors as config_error |
0.2.18 | 2023-05-15 | 25947 | Improve GAQL parser error message if multiple resources provided |
0.2.17 | 2023-05-11 | 25987 | Categorized Config Errors Accurately |
0.2.16 | 2023-05-10 | 25965 | Fix Airbyte date-time data-types |
0.2.14 | 2023-03-21 | 24945 | For custom google query fixed schema type for "data_type: ENUM" and "is_repeated: true" to array of strings |
0.2.13 | 2023-03-21 | 24338 | Migrate to v13 |
0.2.12 | 2023-03-17 | 22985 | Specified date formatting in specification |
0.2.11 | 2023-03-13 | 23999 | Fix incremental sync for Campaigns stream |
0.2.10 | 2023-02-11 | 22703 | Add support for custom full_refresh streams |
0.2.9 | 2023-01-23 | 21705 | Fix multibyte issue; Bump google-ads package to 19.0.0 |
0.2.8 | 2023-01-18 | 21517 | Write fewer logs |
0.2.7 | 2023-01-10 | 20755 | Add more logs to debug stuck syncs |
0.2.6 | 2022-12-22 | 20855 | Retry 429 and 5xx errors |
0.2.5 | 2022-11-22 | 19700 | Fix schema for campaigns stream |
0.2.4 | 2022-11-09 | 19208 | Add TypeTransofrmer to Campaings stream to force proper type casting |
0.2.3 | 2022-10-17 | 18069 | Add segments.hour, metrics.ctr, metrics.conversions and metrics.conversions_values fields to campaigns report stream |
0.2.2 | 2022-10-21 | 17412 | Release with CDK >= 0.2.2 |
0.2.1 | 2022-09-29 | 17412 | Always use latest CDK version |
0.2.0 | 2022-08-23 | 15858 | Mark the query and table_name fields in custom_queries as required |
0.1.44 | 2022-07-27 | 15084 | Fix data type ad_group_criterion.topic.path in display_topics_performance_report and shifted campaigns to non-managers streams |
0.1.43 | 2022-07-12 | 14614 | Update API version to v11, update google-ads to 17.0.0 |
0.1.42 | 2022-06-08 | 13624 | Update google-ads to 15.1.1, pin protobuf==3.20.0 to work on MacOS M1 machines (AMD) |
0.1.41 | 2022-06-08 | 13618 | Add missing dependency |
0.1.40 | 2022-06-02 | 13423 | Fix the missing data issue |
0.1.39 | 2022-05-18 | 12914 | Fix GAQL query validation and log auth errors instead of failing the sync |
0.1.38 | 2022-05-12 | 12807 | Documentation updates |
0.1.37 | 2022-05-06 | 12651 | Improve integration and unit tests |
0.1.36 | 2022-04-19 | 12158 | Fix *_labels streams data type |
0.1.35 | 2022-04-18 | 9310 | Add new fields to reports |
0.1.34 | 2022-03-29 | 11602 | Add budget amount to campaigns stream. |
0.1.33 | 2022-03-29 | 11513 | When end_date is configured in the future, use today's date instead. |
0.1.32 | 2022-03-24 | 11371 | Improve how connection check returns error messages |
0.1.31 | 2022-03-23 | 11301 | Update docs and spec to clarify usage |
0.1.30 | 2022-03-23 | 11221 | Add *_labels streams to fetch the label text rather than their IDs |
0.1.29 | 2022-03-22 | 10919 | Fix user location report schema and add to acceptance tests |
0.1.28 | 2022-02-25 | 10372 | Add network fields to click view stream |
0.1.27 | 2022-02-16 | 10315 | Make ad_group_ads and other streams support incremental sync. |
0.1.26 | 2022-02-11 | 10150 | Add support for multiple customer IDs. |
0.1.25 | 2022-02-04 | 9812 | Handle EXPIRED_PAGE_TOKEN exception and retry with updated state. |
0.1.24 | 2022-02-04 | 9996 | Use Google Ads API version V9. |
0.1.23 | 2022-01-25 | 8669 | Add end date parameter in spec. |
0.1.22 | 2022-01-24 | 9608 | Reduce stream slice date range. |
0.1.21 | 2021-12-28 | 9149 | Update title and description |
0.1.20 | 2021-12-22 | 9071 | Fix: Keyword schema enum |
0.1.19 | 2021-12-14 | 8431 | Add new streams: Geographic and Keyword |
0.1.18 | 2021-12-09 | 8225 | Include time_zone to sync. Remove streams for manager account. |
0.1.16 | 2021-11-22 | 8178 | Clarify setup fields |
0.1.15 | 2021-10-07 | 6684 | Add new stream click_view |
0.1.14 | 2021-10-01 | 6565 | Fix OAuth Spec File |
0.1.13 | 2021-09-27 | 6458 | Update OAuth Spec File |
0.1.11 | 2021-09-22 | 6373 | Fix inconsistent segments.date field type across all streams |
0.1.10 | 2021-09-13 | 6022 | Annotate Oauth2 flow initialization parameters in connector spec |
0.1.9 | 2021-09-07 | 5302 | Add custom query stream support |
0.1.8 | 2021-08-03 | 5509 | Allow additionalProperties in spec.json |
0.1.7 | 2021-08-03 | 5422 | Correct query to not skip dates |
0.1.6 | 2021-08-03 | 5423 | Added new stream UserLocationReport |
0.1.5 | 2021-08-03 | 5159 | Add field login_customer_id to spec |
0.1.4 | 2021-07-28 | 4962 | Support new Report streams |
0.1.3 | 2021-07-23 | 4788 | Support main streams, fix bug with exception DATE_RANGE_TOO_NARROW for incremental streams |
0.1.2 | 2021-07-06 | 4539 | Add AIRBYTE_ENTRYPOINT for Kubernetes support |
0.1.1 | 2021-06-23 | 4288 | Fix Bugfix: Correctly declare required parameters |