HubSpot
This page contains the setup guide and reference information for the HubSpot source connector.
Prerequisites
- HubSpot Account
- For Airbyte Open Source: Private App with Access Token
Setup guide
For Airbyte Cloud:
We highly recommend you use OAuth rather than Private App authentication, as it significantly simplifies the setup process.
For Airbyte Open Source:
We recommend Private App authentication.
More information on HubSpot authentication methods can be found here.
Step 1: Set up Hubspot
For Airbyte Cloud:
- OAuth (Recommended)
- Private App: If you are using a Private App, you will need to use your Access Token to set up the connector. Please refer to the official HubSpot documentation for a detailed guide.
For Airbyte Open Source:
- Private App setup (Recommended): If you are authenticating via a Private App, you will need to use your Access Token to set up the connector. Please refer to the official HubSpot documentation for a detailed guide.
- OAuth setup: If you are using Oauth to authenticate on Airbyte Open Source, please refer to Hubspot's detailed walkthrough. To set up the connector, you will need to acquire your:
- Client ID
- Client Secret
- Refresh Token
Step 2: Configure the scopes for your streams
Unless you are authenticating via OAuth on Airbyte Cloud, you must manually configure scopes to ensure Airbyte can sync all available data. To see a breakdown of the specific scopes each stream uses, see our full Hubspot documentation.
Next, you need to configure the appropriate scopes for the following streams. Please refer to Hubspot's page on scopes for instructions.
Stream | Required Scope |
---|---|
campaigns | content |
companies | crm.objects.companies.read , crm.schemas.companies.read |
contact_lists | crm.objects.lists.read |
contacts | crm.objects.contacts.read |
contacts_list_memberships | crm.objects.contacts.read |
contacts_form_submissions | crm.objects.contacts.read |
Custom CRM Objects | crm.objects.custom.read |
deal_pipelines | crm.objects.contacts.read |
deals | crm.objects.deals.read , crm.schemas.deals.read |
deals_archived | crm.objects.deals.read , crm.schemas.deals.read |
email_events | content |
email_subscriptions | content |
engagements | crm.objects.companies.read , crm.objects.contacts.read , crm.objects.deals.read , tickets , e-commerce |
engagements_emails | sales-email-read |
forms | forms |
form_submissions | forms |
goals | crm.objects.goals.read |
line_items | e-commerce |
owners | crm.objects.owners.read |
products | e-commerce |
property_history | crm.objects.contacts.read |
subscription_changes | content |
tickets | tickets |
workflows | automation |
Step 3: Set up the HubSpot source connector in Airbyte
For Airbyte Cloud:
- Log in to your Airbyte Cloud account.
- From the Airbyte UI, click Sources, then click on + New Source and select HubSpot from the list of available sources.
- Enter a Source name of your choosing.
- From the Authentication dropdown, select your chosen authentication method:
- Recommended: To authenticate using OAuth, select OAuth and click Authenticate your HubSpot account to sign in with HubSpot and authorize your account.
HubSpot Authentication issues
You might encounter errors during the connection process in the popup window, such as
An invalid scope name was provided
. To resolve this, close the window and attempt authentication again. - **Not Recommended:**To authenticate using a Private App, select Private App and enter the Access Token for your HubSpot account.
- Recommended: To authenticate using OAuth, select OAuth and click Authenticate your HubSpot account to sign in with HubSpot and authorize your account.
- For Start date, use the provided datepicker or enter the date programmatically in the following format:
yyyy-mm-ddThh:mm:ssZ
. The data added on and after this date will be replicated. If not set, "2006-06-01T00:00:00Z" (Hubspot creation date) will be used as start date. It's recommended to provide relevant to your data start date value to optimize synchronization. - Click Set up source and wait for the tests to complete.
For Airbyte Open Source:
- Navigate to the Airbyte Open Source dashboard.
- From the Airbyte UI, click Sources, then click on + New Source and select HubSpot from the list of available sources.
- Enter a Source name of your choosing.
- From the Authentication dropdown, select your chosen authentication method:
- Recommended: To authenticate using a Private App, select Private App and enter the Access Token for your HubSpot account.
- **Not Recommended:**To authenticate using OAuth, select OAuth and enter your Client ID, Client Secret, and Refresh Token.
- For Start date, use the provided datepicker or enter the date programmatically in the following format:
yyyy-mm-ddThh:mm:ssZ
. The data added on and after this date will be replicated. If not set, "2006-06-01T00:00:00Z" (Hubspot creation date) will be used as start date. It's recommended to provide relevant to your data start date value to optimize synchronization. - Click Set up source and wait for the tests to complete.
Experimental streams
Web Analytics streams may be enabled as an experimental feature but please note that they are based on API which is currently in beta and may change at some point of time or be unstable.
Custom CRM Objects
Custom CRM Objects and Custom Web Analytics will appear as streams available for sync, alongside the standard objects listed above.
If you set up your connections before April 15th, 2023 (on Airbyte Cloud) or before 0.8.0 (OSS) then you'll need to do some additional work to sync custom CRM objects.
First you need to give the connector some additional permissions:
- If you are using OAuth on Airbyte Cloud go to the Hubspot source settings page in the Airbyte UI and re-authenticate via OAuth to allow Airbyte the permissions to access custom objects.
- If you are using OAuth on OSS or Private App auth go into the Hubspot UI where you created your Private App or OAuth application and add the
crm.objects.custom.read
scope to your app's scopes. See HubSpot's instructions here.
Then, go to the replication settings of your connection and click refresh source schema to pull in those new streams for syncing.
Supported sync modes
The HubSpot source connector supports the following sync modes:
- Full Refresh
- Incremental
There are two types of incremental sync:
- Incremental (standard server-side, where API returns only the data updated or generated since the last sync)
- Client-Side Incremental (API returns all available data and connector filters out only new records)
Supported streams
The HubSpot source connector supports the following streams:
- Campaigns (Client-Side Incremental)
- Companies (Incremental)
- Contact Lists (Incremental)
- Contacts (Incremental)
- Contacts List Memberships
- Contacts Form Submissions
- Contacts Merged Audit
- Deal Pipelines (Client-Side Incremental)
- Deals (including Contact associations) (Incremental)
- Records that have been deleted (archived) and stored in HubSpot's recycle bin will only be kept for 90 days, see response from HubSpot Team
- Deals Archived (including Contact associations) (Incremental)
- Email Events (Incremental)
- Email Subscriptions
- Engagements (Incremental)
- Engagements Calls (Incremental)
- Engagements Emails (Incremental)
- Engagements Meetings (Incremental)
- Engagements Notes (Incremental)
- Engagements Tasks (Incremental)
- Forms (Client-Side Incremental)
- Form Submissions (Client-Side Incremental)
- Goals (Incremental)
- Line Items (Incremental)
- Marketing Emails
- Owners (Client-Side Incremental)
- Owners Archived (Client-Side Incremental)
- Products (Incremental)
- Contacts Property History (Client-Side Incremental)
- Companies Property History (Client-Side Incremental)
- Deals Property History (Client-Side Incremental)
- Subscription Changes (Incremental)
- Tickets (Incremental)
- Ticket Pipelines (Client-Side Incremental)
- Workflows (Client-Side Incremental)
- ContactsWebAnalytics (Incremental)
- CompaniesWebAnalytics (Incremental)
- DealsWebAnalytics (Incremental)
- TicketsWebAnalytics (Incremental)
- EngagementsCallsWebAnalytics (Incremental)
- EngagementsEmailsWebAnalytics (Incremental)
- EngagementsMeetingsWebAnalytics (Incremental)
- EngagementsNotesWebAnalytics (Incremental)
- EngagementsTasksWebAnalytics (Incremental)
- GoalsWebAnalytics (Incremental)
- LineItemsWebAnalytics (Incremental)
- ProductsWebAnalytics (Incremental)
Notes on the property_history
streams
Even though the stream is Incremental, there are some record types that are not affected by the last sync timestamp pointer. For example records of type CALCULATED
will allways have most recent timestamp equal to the requset time, so whenever you sync there will be a bunch of records in return.
Notes on the engagements
stream
- Objects in the
engagements
stream can have one of the following types:note
,email
,task
,meeting
,call
. Depending on the type of engagement, different properties are set for that object in theengagements_metadata
table in the destination:
- A
call
engagement has a correspondingengagements_metadata
object with non-null values in thetoNumber
,fromNumber
,status
,externalId
,durationMilliseconds
,externalAccountId
,recordingUrl
,body
, anddisposition
columns. - An
email
engagement has a correspondingengagements_metadata
object with non-null values in thesubject
,html
, andtext
columns. In addition, there will be records in four related tables,engagements_metadata_from
,engagements_metadata_to
,engagements_metadata_cc
,engagements_metadata_bcc
. - A
meeting
engagement has a correspondingengagements_metadata
object with non-null values in thebody
,startTime
,endTime
, andtitle
columns. - A
note
engagement has a correspondingengagements_metadata
object with non-null values in thebody
column. - A
task
engagement has a correspondingengagements_metadata
object with non-null values in thebody
,status
, andforObjectType
columns.
- The
engagements
stream uses two different APIs based on the length of time since the last sync and the number of records which Airbyte hasn't yet synced.
- EngagementsRecent if the following two criteria are met:
- The last sync was performed within the last 30 days
- Fewer than 10,000 records are being synced
- EngagementsAll if either of these criteria are not met.
Because of this, the engagements
stream can be slow to sync if it hasn't synced within the last 30 days and/or is generating large volumes of new data. We therefore recommend scheduling frequent syncs.
Notes on the Forms
and Form Submissions
stream
This stream sync only marketing forms. If you need other forms types try sync Contacts Form Submissions
.
Limitations & Troubleshooting
Expand to see details about Hubspot connector limitations and troubleshooting.
Connector limitations
Rate limiting
The connector is restricted by normal HubSpot rate limitations.
Product tier | Limits |
---|---|
Free & Starter | Burst: 100/10 seconds, Daily: 250,000 |
Professional & Enterprise | Burst: 150/10 seconds, Daily: 500,000 |
API add-on (any tier) | Burst: 200/10 seconds, Daily: 1,000,000 |
Troubleshooting
-
Consider checking out the following Hubspot tutorial: Build a single customer view with open-source tools.
-
Enabling streams: Some streams, such as
workflows
, need to be enabled before they can be read using a connector authenticated using anAPI Key
. If reading a stream that is not enabled, a log message returned to the output and the sync operation will only sync the other streams available.Example of the output message when trying to read
workflows
stream with missing permissions for theAPI Key
:{
"type": "LOG",
"log": {
"level": "WARN",
"message": "Stream `workflows` cannot be proceed. This API Key (EXAMPLE_API_KEY) does not have proper permissions! (requires any of [automation-access])"
}
} -
Unnesting top level properties: Since version 1.5.0, in order to not make the users query their destinations for complicated json fields, we duplicate most of nested data as top level fields.
For instance:
{
"id": 1,
"updatedAt": "2020-01-01",
"properties": {
"hs_note_body": "World's best boss",
"hs_created_by": "Michael Scott"
}
}becomes
{
"id": 1,
"updatedAt": "2020-01-01",
"properties": {
"hs_note_body": "World's best boss",
"hs_created_by": "Michael Scott"
},
"properties_hs_note_body": "World's best boss",
"properties_hs_created_by": "Michael Scott"
} -
403 Forbidden Error
-
Hubspot has scopes for each API call.
-
Each stream is tied to a scope and will need access to that scope to sync data.
-
Review the Hubspot OAuth scope documentation here.
-
Additional permissions:
feedback_submissions
: Service Hub Professional accountmarketing_emails
: Market Hub Starter accountworkflows
: Sales, Service, and Marketing Hub Professional accounts
-
-
Check out common troubleshooting issues for the Hubspot source connector on our Airbyte Forum.
Reference
Config fields reference
Changelog
Expand to review
Version | Date | Pull Request | Subject |
---|---|---|---|
4.2.4 | 2024-06-06 | 38800 | Retry hubspot _parse_and_handle_errors on JSON decode errors |
4.2.3 | 2024-06-06 | 39314 | Added missing schema types for the Workflows stream schema |
4.2.2 | 2024-06-04 | 38981 | [autopull] Upgrade base image to v1.2.1 |
4.2.1 | 2024-05-30 | 38024 | etry when attempting to get scopes |
4.2.0 | 2024-05-24 | 38049 | Add resumable full refresh support to contacts_form_submissions and contacts_merged_audit streams |
4.1.5 | 2024-05-17 | 38243 | Replace AirbyteLogger with logging.Logger |
4.1.4 | 2024-05-16 | 38286 | Added default schema normalization for the Tickets stream, to ensure the data types |
4.1.3 | 2024-05-13 | 38128 | contacts_list_memberships as semi-incremental stream |
4.1.2 | 2024-04-24 | 36642 | Schema descriptions and CDK 0.80.0 |
4.1.1 | 2024-04-11 | 35945 | Add integration tests |
4.1.0 | 2024-03-27 | 36541 | Added test configuration features, fixed type hints |
4.0.0 | 2024-03-10 | 35662 | Update Deals Property History and Companies Property History schemas |
3.3.0 | 2024-02-16 | 34597 | Make start date not required, sync all data from default value if it's not provided |
3.2.0 | 2024-02-15 | 35328 | Add mailingIlsListsIncluded and mailingIlsListsExcluded fields to Marketing emails stream schema |
3.1.1 | 2024-02-12 | 35165 | Manage dependencies with Poetry. |
3.1.0 | 2024-02-05 | 34829 | Add Contacts Form Submissions stream |
3.0.1 | 2024-01-29 | 34635 | Fix pagination for CompaniesPropertyHistory stream |
3.0.0 | 2024-01-25 | 34492 | Update marketing_emails stream schema |
2.0.2 | 2023-12-15 | 33844 | Make property_history PK combined to support Incremental/Deduped sync type |
2.0.1 | 2023-12-15 | 33527 | Make query string calculated correctly for PropertyHistory streams to avoid 414 HTTP Errors |
2.0.0 | 2023-12-08 | 33266 | Add ContactsPropertyHistory, CompaniesPropertyHistory, DealsPropertyHistory streams |
1.9.0 | 2023-12-04 | 33042 | Add Web Analytics streams |
1.8.0 | 2023-11-23 | 32778 | Extend PropertyHistory stream to support incremental sync |
1.7.0 | 2023-11-01 | 32035 | Extend the Forms stream schema |
1.6.1 | 2023-10-20 | 31644 | Base image migration: remove Dockerfile and use the python-connector-base image |
1.6.0 | 2023-10-19 | 31606 | Add new field aifeatures to the marketing emails stream schema |
1.5.1 | 2023-10-04 | 31050 | Add type transformer for Engagements stream |
1.5.0 | 2023-09-11 | 30322 | Unnest stream schemas |
1.4.1 | 2023-08-22 | 29715 | Fix python package configuration stream |
1.4.0 | 2023-08-11 | 29249 | Add OwnersArchived stream |
1.3.3 | 2023-08-10 | 29248 | Specify threadId in engagements stream to type string |
1.3.2 | 2023-08-10 | 29326 | Add primary keys to streams ContactLists and PropertyHistory |
1.3.1 | 2023-08-08 | 29211 | Handle 400 and 403 errors without interruption of the sync |
1.3.0 | 2023-08-01 | 28909 | Add handling of source connection errors |
1.2.0 | 2023-07-27 | 27091 | Add new stream ContactsMergedAudit |
1.1.2 | 2023-07-27 | 28558 | Improve error messages during connector setup |
1.1.1 | 2023-07-25 | 28705 | Fix retry handler for token expired error |
1.1.0 | 2023-07-18 | 28349 | Add unexpected fields in schemas of streams email_events , email_subscriptions , engagements , campaigns |
1.0.1 | 2023-06-23 | 27658 | Use fully qualified name to retrieve custom objects |
1.0.0 | 2023-06-08 | 27161 | Fix increment sync for engagements stream, 'Recent' API is used for recent syncs of last recent 30 days and less than 10k records, otherwise full sync if performed by 'All' API |
0.9.0 | 2023-06-26 | 27726 | License Update: Elv2 |
0.8.4 | 2023-05-17 | 25667 | Fixed bug with wrong parsing of boolean encoded like "false" parsed as True |
0.8.3 | 2023-05-31 | 26831 | Remove authSpecification from connector specification in favour of advancedAuth |
0.8.2 | 2023-05-16 | 26418 | Add custom availability strategy which catches permission errors from parent streams |
0.8.1 | 2023-05-29 | 26719 | Handle issue when state value is literally "" (empty str) |
0.8.0 | 2023-04-10 | 16032 | Add new stream Custom Object |
0.7.0 | 2023-04-10 | 24450 | Add new stream Goals |
0.6.2 | 2023-04-28 | 25667 | Fix bug with Invalid Date like 2000-00-00T00:00:00Z while settip up the connector |
0.6.1 | 2023-04-10 | 21423 | Update scope for DealPipelines stream to only crm.objects.contacts.read |
0.6.0 | 2023-04-07 | 24980 | Add new stream DealsArchived |
0.5.2 | 2023-04-07 | 24915 | Fix field key parsing (replace whitespace with uderscore) |
0.5.1 | 2023-04-05 | 22982 | Specified date formatting in specification |
0.5.0 | 2023-03-30 | 24711 | Add incremental sync support for campaigns , deal_pipelines , ticket_pipelines , forms , form_submissions , form_submissions , workflows , owners |
0.4.0 | 2023-03-31 | 22910 | Add email_subscriptions stream |
0.3.4 | 2023-03-28 | 24641 | Convert to int only numeric values |
0.3.3 | 2023-03-27 | 24591 | Fix pagination for marketing emails stream |
0.3.2 | 2023-02-07 | 22479 | Turn on default HttpAvailabilityStrategy |
0.3.1 | 2023-01-27 | 22009 | Set AvailabilityStrategy for streams explicitly to None |
0.3.0 | 2022-10-27 | 18546 | Sunsetting API Key authentication. Quotes stream is no longer available |
0.2.2 | 2022-10-03 | 16914 | Fix 403 forbidden error validation |
0.2.1 | 2022-09-26 | 17120 | Migrate to per-stream state. |
0.2.0 | 2022-09-13 | 16632 | Remove Feedback Submissions stream as the one using unstable (beta) API. |
0.1.83 | 2022-09-01 | 16214 | Update Tickets, fix missing properties and change how state is updated. |
0.1.82 | 2022-08-18 | 15110 | Check if it has a state on search streams before first sync |
0.1.81 | 2022-08-05 | 15354 | Fix Deals stream schema |
0.1.80 | 2022-08-01 | 15156 | Fix 401 error while retrieving associations using OAuth |
0.1.79 | 2022-07-28 | 15144 | Revert v0.1.78 due to permission issues |
0.1.78 | 2022-07-28 | 15099 | Fix to fetch associations when using incremental mode |
0.1.77 | 2022-07-26 | 15035 | Make PropertyHistory stream read historic data not limited to 30 days |
0.1.76 | 2022-07-25 | 14999 | Partially revert changes made in v0.1.75 |
0.1.75 | 2022-07-18 | 14744 | Remove override of private CDK method |
0.1.74 | 2022-07-25 | 14412 | Add private app authentication |
0.1.73 | 2022-07-13 | 14666 | Decrease number of http requests made, disable Incremental mode for PropertyHistory stream |
0.1.72 | 2022-06-24 | 14054 | Extended error logging |
0.1.71 | 2022-06-24 | 14102 | Removed legacy AirbyteSentry dependency from the code |
0.1.70 | 2022-06-16 | 13837 | Fix the missing data in CRM streams issue |
0.1.69 | 2022-06-10 | 13691 | Fix the URI Too Long issue |
0.1.68 | 2022-06-08 | 13596 | Fix for the property_history which did not emit records |
0.1.67 | 2022-06-07 | 13566 | Report which scopes are missing to the user |
0.1.66 | 2022-06-05 | 13475 | Scope crm.objects.feedback_submissions.read added for feedback_submissions stream |
0.1.65 | 2022-06-03 | 13455 | Discover only returns streams for which required scopes were granted |
0.1.64 | 2022-06-03 | 13218 | Transform contact_lists data to comply with schema |
0.1.63 | 2022-06-02 | 13320 | Fix connector incremental state handling |
0.1.62 | 2022-06-01 | 13383 | Add line items to deals stream |
0.1.61 | 2022-05-25 | 13381 | Requests scopes as optional instead of required |
0.1.60 | 2022-05-25 | 13159 | Use RFC3339 datetime |
0.1.59 | 2022-05-10 | 12711 | Ensure oauth2.0 token has all needed scopes in "check" command |
0.1.58 | 2022-05-04 | 12482 | Update input configuration copy |
0.1.57 | 2022-05-04 | 12198 | Add deals associations for quotes |
0.1.56 | 2022-05-02 | 12515 | Extra logs for troubleshooting 403 errors |
0.1.55 | 2022-04-28 | 12424 | Correct schema for ticket_pipeline stream |
0.1.54 | 2022-04-28 | 12335 | Mock time slep in unit test s |
0.1.53 | 2022-04-20 | 12230 | Change spec json to yaml format |
0.1.52 | 2022-03-25 | 11423 | Add tickets associations to engagements streams |
0.1.51 | 2022-03-24 | 11321 | Fix updated at field non exists issue |
0.1.50 | 2022-03-22 | 11266 | Fix Engagements Stream Pagination |
0.1.49 | 2022-03-17 | 11218 | Anchor hyperlink in input configuration |
0.1.48 | 2022-03-16 | 11105 | Fix float numbers, upd docs |
0.1.47 | 2022-03-15 | 11121 | Add partition keys where appropriate |
0.1.46 | 2022-03-14 | 10700 | Handle 10k+ records reading in Hubspot streams |
0.1.45 | 2022-03-04 | 10707 | Remove stage history from deals stream to increase efficiency |
0.1.44 | 2022-02-24 | 9027 | Add associations companies to deals, ticket and contact stream |
0.1.43 | 2022-02-24 | 10576 | Cast timestamp to date/datetime |
0.1.42 | 2022-02-22 | 10492 | Add date-time format to datetime fields |
0.1.41 | 2022-02-21 | 10177 | Migrate to CDK |
0.1.40 | 2022-02-10 | 10142 | Add associations to ticket stream |
0.1.39 | 2022-02-10 | 10055 | Bug fix: reading not initialized stream |
0.1.38 | 2022-02-03 | 9786 | Add new streams for engagements(calls, emails, meetings, notes and tasks) |
0.1.37 | 2022-01-27 | 9555 | Getting form_submission for all forms |
0.1.36 | 2022-01-22 | 7784 | Add Property History Stream |
0.1.35 | 2021-12-24 | 9081 | Add Feedback Submissions stream and update Ticket Pipelines stream |
0.1.34 | 2022-01-20 | 9641 | Add more fields for email_events stream |
0.1.33 | 2022-01-14 | 8887 | More efficient support for incremental updates on Companies, Contact, Deals and Engagement streams |
0.1.32 | 2022-01-13 | 8011 | Add new stream form_submissions |
0.1.31 | 2022-01-11 | 9385 | Remove auto-generated properties from Engagements stream |
0.1.30 | 2021-01-10 | 9129 | Created Contacts list memberships streams |
0.1.29 | 2021-12-17 | 8699 | Add incremental sync support for companies , contact_lists , contacts , deals , line_items , products , quotes , tickets streams |
0.1.28 | 2021-12-15 | 8429 | Update fields and descriptions |
0.1.27 | 2021-12-09 | 8658 | Fix config backward compatibility issue by allowing additional properties in the spec |
0.1.26 | 2021-11-30 | 8329 | Remove 'skip_dynamic_fields' config param |
0.1.25 | 2021-11-23 | 8216 | Add skip dynamic fields for testing only |
0.1.24 | 2021-11-09 | 7683 | Fix name issue 'Hubspot' -> 'HubSpot' |
0.1.23 | 2021-11-08 | 7730 | Fix OAuth flow schema |
0.1.22 | 2021-11-03 | 7562 | Migrate Hubspot source to CDK structure |
0.1.21 | 2021-10-27 | 7405 | Change of package import from urllib to urllib.parse |
0.1.20 | 2021-10-26 | 7393 | Hotfix for split_properties function, add the length of separator symbol , (%2C in HTTP format) to the checking of the summary URL length |
0.1.19 | 2021-10-26 | 6954 | Fix issue with getting 414 HTTP error for streams |
0.1.18 | 2021-10-18 | 5840 | Add new marketing emails (with statistics) stream |
0.1.17 | 2021-10-14 | 6995 | Update discover method: disable quotes stream when using OAuth config |
0.1.16 | 2021-09-27 | 6465 | Implement OAuth support. Use CDK authenticator instead of connector specific authenticator |
0.1.15 | 2021-09-23 | 6374 | Use correct schema for owners stream |
0.1.14 | 2021-09-08 | 5693 | Include deal_to_contact association when pulling deal stream and include contact ID in contact stream |
0.1.13 | 2021-09-08 | 5834 | Fix array fields without items property in schema |
0.1.12 | 2021-09-02 | 5798 | Treat empty string values as None for field with format to fix normalization errors |
0.1.11 | 2021-08-26 | 5685 | Remove all date-time format from schemas |
0.1.10 | 2021-08-17 | 5463 | Fix fail on reading stream using API Key without required permissions |
0.1.9 | 2021-08-11 | 5334 | Fix empty strings inside float datatype |
0.1.8 | 2021-08-06 | 5250 | Fix issue with printing exceptions |
0.1.7 | 2021-07-27 | 4913 | Update fields schema |