Writing A Data Provider

APIs are so diverse that quite often, none of the available Data Providers suit you API. In such cases, you’ll have to write your own Data Provider. Don’t worry, it usually takes only a couple of hours.

The methods of a Data Provider receive a request, and return a promise for a response. Both the request and the response format are standardized.

Data Provider Methods

A data provider must implement the following methods:

const dataProvider = {
    // get a list of records based on sort, filter, and pagination
    getList:    (resource, params) => Promise,
    // get a single record by id
    getOne:     (resource, params) => Promise, 
    // get a list of records based on an array of ids
    getMany:    (resource, params) => Promise, 
    // get the records referenced to another record, e.g. comments for a post
    getManyReference: (resource, params) => Promise, 
    // create a record
    create:     (resource, params) => Promise, 
    // update a record based on a patch
    update:     (resource, params) => Promise, 
    // update a list of records based on an array of ids and a common patch
    updateMany: (resource, params) => Promise, 
    // delete a record by id
    delete:     (resource, params) => Promise, 
    // delete a list of records based on an array of ids
    deleteMany: (resource, params) => Promise, 
}

To call the data provider, react-admin combines a method (e.g. getOne), a resource (e.g. ‘posts’) and a set of parameters.

Tip: In comparison, HTTP requests require a verb (e.g. ‘GET’), an url (e.g. ‘http://myapi.com/posts’), a list of headers (like Content-Type) and a body.

In the rest of this documentation, the term Record designates an object literal with at least an id property (e.g. { id: 123, title: "hello, world" }).

getList

React-admin calls dataProvider.getList() to search records.

Interface

interface GetListParams {
    pagination: { page: number, perPage: number };
    sort: { field: string, order: 'ASC' | 'DESC' };
    filter: any;
    meta?: any;
}
interface GetListResult {
    data: Record[];
    total?: number;
    // if using partial pagination
    pageInfo?: {
        hasNextPage?: boolean;
        hasPreviousPage?: boolean;
    };
}
function getList(resource: string, params: GetListParams): Promise<GetListResult>

Example

// find the first 5 posts whose author_id is 12, sorted by title
dataProvider.getList('posts', {
    pagination: { page: 1, perPage: 5 },
    sort: { field: 'title', order: 'ASC' },
    filter: { author_id: 12 },
})
.then(response => console.log(response));
// {
//     data: [
//         { id: 126, title: "allo?", author_id: 12 },
//         { id: 127, title: "bien le bonjour", author_id: 12 },
//         { id: 124, title: "good day sunshine", author_id: 12 },
//         { id: 123, title: "hello, world", author_id: 12 },
//         { id: 125, title: "howdy partner", author_id: 12 },
//     ],
//     total: 27
// }

getOne

React-admin calls dataProvider.getOne() to fetch a single record by id.

Interface

interface GetOneParams {
    id: Identifier;
    meta?: any;
}
interface GetOneResult {
    data: Record;
}
function getOne(resource: string, params: GetOneParams): Promise<GetOneResult>

Example

// find post 123
dataProvider.getOne('posts', { id: 123 })
.then(response => console.log(response));
// {
//     data: { id: 123, title: "hello, world" }
// }

getMany

React-admin calls dataProvider.getMany() to fetch several records at once using their id.

Interface

interface GetManyParams {
    ids: Identifier[];
    meta?: any;
}
interface GetManyResult {
    data: Record[];
}
function getMany(resource: string, params: GetManyParams): Promise<GetManyResult>

Example

// find posts 123, 124 and 125
dataProvider.getMany('posts', { ids: [123, 124, 125] })
.then(response => console.log(response));
// {
//     data: [
//         { id: 123, title: "hello, world" },
//         { id: 124, title: "good day sunshine" },
//         { id: 125, title: "howdy partner" },
//     ]
// }

getManyReference

React-admin calls dataProvider.getManyReference() to fetch the records related to another record. Although similar to getList, this method is designed for relationships. It is necessary because some APIs require a different query to fetch related records (e.g. GET /posts/123/comments to fetch comments related to post 123).

Interface

interface GetManyReferenceParams {
    target: string;
    id: Identifier;
    pagination: { page: number, perPage: number };
    sort: { field: string, order: 'ASC' | 'DESC' };
    filter: any;
    meta?: any;
}
interface GetManyReferenceResult {
    data: Record[];
    total?: number;
    // if using partial pagination
    pageInfo?: {
        hasNextPage?: boolean;
        hasPreviousPage?: boolean;
    };
}
function getManyReference(resource: string, params: GetManyReferenceParams): Promise<GetManyReferenceResult>

Example

// find all comments related to post 123
dataProvider.getManyReference('comments', {
    target: 'post_id',
    id: 123,
    sort: { field: 'created_at', order: 'DESC' }
})
.then(response => console.log(response));

// {
//     data: [
//         { id: 667, title: "I agree", post_id: 123 },
//         { id: 895, title: "I don't agree", post_id: 123 },
//     ],
//     total: 2,
// }

create

React-admin calls dataProvider.create() to create a new record.

Interface

interface CreateParams {
    data: Partial<Record>;
    meta?: any;
}

interface CreateResult {
    data: Record;
}
function create(resource: string, params: CreateParams): Promise<CreateResult>

Example

// create a new post with title "hello, world"
dataProvider.create('posts', { data: { title: "hello, world" } })
.then(response => console.log(response));
// {
//     data: { id: 450, title: "hello, world" }
// }

update

React-admin calls dataProvider.update() to update a record.

Interface

interface UpdateParams {
    id: Identifier;
    data: Partial<Record>;
    previousData: Record;
    meta?: any;
}
interface UpdateResult {
    data: Record;
}
function update(resource: string, params: UpdateParams): Promise<UpdateResult>

Example

// update post 123 with title "hello, world!"
dataProvider.update('posts', {
    id: 123,
    data: { title: "hello, world!" },
    previousData: { id: 123, title: "previous title" }
})
.then(response => console.log(response));
// {
//     data: { id: 123, title: "hello, world!" }
// }

updateMany

React-admin calls dataProvider.updateMany() to update several records by id with a unified changeset.

Interface

interface UpdateManyParams {
    ids: Identifier[];
    data: Partial<Record>;
    meta?: any;
}
interface UpdateManyResult {
    data: Identifier[];
}
function updateMany(resource: string, params: UpdateManyParams): Promise<UpdateManyResult>

Example

// update posts 123 and 234 to set views to 0
dataProvider.updateMany('posts', {
    ids: [123, 234],
    data: { views: 0 },
})
.then(response => console.log(response));
// {
//     data: [123, 234]
// }

delete

React-admin calls dataProvider.delete() to delete a record by id.

Interface

interface DeleteParams {
    id: Identifier;
    previousData?: Record;
    meta?: any;
}
interface DeleteResult {
    data: Record;
}
function _delete(resource: string, params: DeleteParams): Promise<DeleteResult>

Example

// delete post 123
dataProvider.delete('posts', {
    id: 123,
    previousData: { id: 123, title: "hello, world!" }
})
.then(response => console.log(response));
// {
//     data: { id: 123, title: "hello, world" }
// }

deleteMany

React-admin calls dataProvider.deleteMany() to delete several records by id.

Interface

interface DeleteManyParams {
    ids: Identifier[];
    meta?: any;
}
interface DeleteManyResult {
    data: Identifier[];
}
function deleteMany(resource: string, params: DeleteManyParams): Promise<DeleteManyResult>

Example

// delete posts 123 and 234
dataProvider.deleteMany('posts', { ids: [123, 234] })
.then(response => console.log(response));
// {
//     data: [123, 234]
// }

Partial Pagination

The getList() and getManyReference() methods return paginated responses. Sometimes, executing a “count” server-side to return the total number of records is expensive. In this case, you can omit the total property in the response, and pass a pageInfo object instead, specifying if there are previous and next pages:

dataProvider.getList('posts', {
    pagination: { page: 1, perPage: 5 },
    sort: { field: 'title', order: 'ASC' },
    filter: { author_id: 12 },
})
.then(response => console.log(response));
// {
//     data: [
//         { id: 126, title: "allo?", author_id: 12 },
//         { id: 127, title: "bien le bonjour", author_id: 12 },
//         { id: 124, title: "good day sunshine", author_id: 12 },
//         { id: 123, title: "hello, world", author_id: 12 },
//         { id: 125, title: "howdy partner", author_id: 12 },
//     ],
//     pageInfo: {
//         hasPreviousPage: false,    
//         hasNextPage: true,
//     }
// }

React-admin’s <Pagination> component will automatically handle the pageInfo object and display the appropriate pagination controls.

Error Format

When the API backend returns an error, the Data Provider should return a rejected Promise containing an Error object. This object should contain a status property with the HTTP response code (404, 500, etc.). React-admin inspects this error code, and uses it for authentication (in case of 401 or 403 errors). Besides, react-admin displays the error message on screen in a temporary notification.

If you use fetchJson, you don’t need to do anything: HTTP errors are automatically decorated as expected by react-admin.

If you use another HTTP client, make sure you return a rejected Promise. You can use the HttpError class to throw an error with status in one line:

import { HttpError } from 'react-admin';

export default {
    getList: (resource, params) => {
        return new Promise((resolve, reject) => {
            myApiClient(url, { ...options, headers: requestHeaders })
                .then(response =>
                    response.text().then(text => ({
                        status: response.status,
                        statusText: response.statusText,
                        headers: response.headers,
                        body: text,
                    }))
                )
                .then(({ status, statusText, headers, body }) => {
                    let json;
                    try {
                        json = JSON.parse(body);
                    } catch (e) {
                        // not json, no big deal
                    }
                    if (status < 200 || status >= 300) {
                        return reject(
                            new HttpError(
                                (json && json.message) || statusText,
                                status,
                                json
                            )
                        );
                    }
                    return resolve({ status, headers, body, json });
                });
        });
    },
    // ...
};

Handling Authentication

Your API probably requires some form of authentication (e.g. a token in the Authorization header). It’s the responsibility of the authProvider to log the user in and obtain the authentication data. React-admin doesn’t provide any particular way of communicating this authentication data to the Data Provider. Most of the time, storing the authentication data in the localStorage is the best choice - and allows uses to open multiple tabs without having to log in again.

Check the Handling Authentication section in the Data Providers introduction for an example of such a setup.

Testing Data Provider Methods

A good way to test your data provider is to build a react-admin app with components that depend on it. Here is a list of components calling the data provider methods:

Method Components
getList <List>, <ListGuesser>, <ListBase>, <InfiniteList>, <Count>, <Calendar>, <ReferenceInput>, <ReferenceArrayInput>, <ExportButton>, <PrevNextButtons>
getOne <Show>, <ShowGuesser>, <ShowBase>, <Edit>, <EditGuesser>, <EditBase>
getMany <ReferenceField>, <ReferenceArrayField>, <ReferenceInput>, <ReferenceArrayInput>
getManyReference <ReferenceManyField>, <ReferenceOneField>, <ReferenceManyInput>, <ReferenceOneInput>
create <Create>, <CreateBase>, <EditableDatagrid>, <CreateInDialogButton>
update <Edit>, <EditGuesser>, <EditBase>, <EditableDatagrid>, <EditInDialogButton>, <UpdateButton>
updateMany <BulkUpdateButton>
delete <DeleteButton>, <EditableDatagrid>
deleteMany <BulkDeleteButton>

A simple react-admin app with one <Resource> using guessers for the list, edit, and show pages is a good start.

The meta Parameter

All data provider methods accept a meta parameter. React-admin core components never set this meta when calling the data provider. It’s designed to let you pass additional parameters to your data provider.

For instance, you could pass an option to embed related records in the response:

const { data, isLoading, error } = useGetOne(
    'books',
    { id, meta: { _embed: 'authors' } },
);

It’s up to you to use this meta parameter in your data provider.

getList and getOne Shared Cache

A Data Provider should return the same shape in getList and getOne for a given resource. This is because react-admin uses “optimistic rendering”, and renders the Edit and Show view before calling dataProvider.getOne() by reusing the response from dataProvider.getList() if the user has displayed the List view before. If your API has different shapes for a query for a unique record and for a query for a list of records, your Data Provider should make these records consistent in shape before returning them to react-admin.

For instance, the following Data Provider returns more details in getOne than in getList:

const { data } = await dataProvider.getList('posts', {
    pagination: { page: 1, perPage: 5 },
    sort: { field: 'title', order: 'ASC' },
    filter: { author_id: 12 },
})
// [
//   { id: 123, title: "hello, world", author_id: 12 },
//   { id: 125, title: "howdy partner", author_id: 12 },
//  ],

const { data } = dataProvider.getOne('posts', { id: 123 })
// {
//     data: { id: 123, title: "hello, world", author_id: 12, body: 'Lorem Ipsum Sic Dolor Amet' }
// }

This will cause the Edit view to blink on load. If you have this problem, modify your Data Provider to return the same shape for all methods.

fetchJson: Built-In HTTP Client

Although your Data Provider can use any HTTP client (fetch, axios, etc.), react-admin suggests using a helper function called fetchJson that it provides.

fetchJson is a wrapper around the fetch API that automatically handles JSON deserialization, rejects when the HTTP response isn’t 2XX or 3XX, and throws a particular type of error that allows the UI to display a meaningful notification. fetchJson also lets you add an Authorization header if you pass a user option.

Here is how you can use it in your Data Provider:

+import { fetchUtils } from 'react-admin';

+const fetchJson = (url, options = {}) => {
+   options.user = {
+       authenticated: true,
+       // use the authentication token from local storage (given the authProvider added it there)
+       token: localStorage.getItem('token')
+   };
+   return fetchUtils.fetchJson(url, options);
+};
// ...

const dataProvider = {
    getList: (resource, params) => {
        const { page, perPage } = params.pagination;
        const { field, order } = params.sort;
        const query = {
            sort: JSON.stringify([field, order]),
            range: JSON.stringify([(page - 1) * perPage, page * perPage - 1]),
            filter: JSON.stringify(params.filter),
        };
        const url = `${apiUrl}/${resource}?${stringify(query)}`;
-       return fetch(url, { method: 'GET' });
+       return fetchJson(url, { method: 'GET' });
    },
    // ...
};

Example REST Implementation

Let’s say that you want to map the react-admin requests to a REST backend exposing the following API:

getList

GET http://path.to.my.api/posts?sort=["title","ASC"]&range=[0, 4]&filter={"author_id":12}

HTTP/1.1 200 OK
Content-Type: application/json
Content-Range: posts 0-4/27
[
    { "id": 126, "title": "allo?", "author_id": 12 },
    { "id": 127, "title": "bien le bonjour", "author_id": 12 },
    { "id": 124, "title": "good day sunshine", "author_id": 12 },
    { "id": 123, "title": "hello, world", "author_id": 12 },
    { "id": 125, "title": "howdy partner", "author_id": 12 }
]

getOne

GET http://path.to.my.api/posts/123

HTTP/1.1 200 OK
Content-Type: application/json
{ "id": 123, "title": "hello, world", "author_id": 12 }

getMany

GET http://path.to.my.api/posts?filter={"ids":[123,124,125]}

HTTP/1.1 200 OK
Content-Type: application/json
[
    { "id": 123, "title": "hello, world", "author_id": 12 },
    { "id": 124, "title": "good day sunshine", "author_id": 12 },
    { "id": 125, "title": "howdy partner", "author_id": 12 }
]

getManyReference

GET http://path.to.my.api/comments?sort=["created_at","DESC"]&range=[0, 24]&filter={"post_id":123}

HTTP/1.1 200 OK
Content-Type: application/json
Content-Range: comments 0-1/2
[
    { "id": 667, "title": "I agree", "post_id": 123 },
    { "id": 895, "title": "I don't agree", "post_id": 123 }
]

create

POST http://path.to.my.api/posts
{ "title": "hello, world", "author_id": 12 }

HTTP/1.1 200 OK
Content-Type: application/json
{ "id": 123, "title": "hello, world", "author_id": 12 }

update

PUT http://path.to.my.api/posts/123
{ "title": "hello, world!" }

HTTP/1.1 200 OK
Content-Type: application/json
{ "id": 123, "title": "hello, world!", "author_id": 12 }

updateMany

PUT http://path.to.my.api/posts?filter={"id":[123,124,125]}
{ "title": "hello, world!" }

HTTP/1.1 200 OK
Content-Type: application/json
[123, 124, 125]

delete

DELETE http://path.to.my.api/posts/123

HTTP/1.1 200 OK
Content-Type: application/json
{ "id": 123, "title": "hello, world", "author_id": 12 }

deleteMany

DELETE http://path.to.my.api/posts?filter={"id":[123,124,125]}

HTTP/1.1 200 OK
Content-Type: application/json
[123, 124, 125]

Here is an example implementation, that you can use as a base for your own Data Providers:

import { fetchUtils } from 'react-admin';
import { stringify } from 'query-string';

const apiUrl = 'https://my.api.com/';
const httpClient = fetchUtils.fetchJson;

export default {
    getList: async (resource, params) => {
        const { page, perPage } = params.pagination;
        const { field, order } = params.sort;
        const query = {
            sort: JSON.stringify([field, order]),
            range: JSON.stringify([(page - 1) * perPage, page * perPage - 1]),
            filter: JSON.stringify(params.filter),
        };
        const url = `${apiUrl}/${resource}?${stringify(query)}`;
        const { json, headers } = await httpClient(url);
        return {
            data: json,
            total: parseInt(headers.get('content-range').split('/').pop(), 10),
        };
    },

    getOne: async (resource, params) => {
        const url = `${apiUrl}/${resource}/${params.id}`
        const { json } = await httpClient(url);
        return { data: json };
    },

    getMany: async (resource, params) => {
        const query = {
            filter: JSON.stringify({ ids: params.ids }),
        };
        const url = `${apiUrl}/${resource}?${stringify(query)}`;
        const { json } = await httpClient(url);
        return { data: json };
    },

    getManyReference: async (resource, params) => {
        const { page, perPage } = params.pagination;
        const { field, order } = params.sort;
        const query = {
            sort: JSON.stringify([field, order]),
            range: JSON.stringify([(page - 1) * perPage, page * perPage - 1]),
            filter: JSON.stringify({
                ...params.filter,
                [params.target]: params.id,
            }),
        };
        const url = `${apiUrl}/${resource}?${stringify(query)}`;
        const { json, headers } = await httpClient(url);
        return {
            data: json,
            total: parseInt(headers.get('content-range').split('/').pop(), 10),
        };
    },

    create: async (resource, params) => {
        const { json } = await httpClient(`${apiUrl}/${resource}`, {
            method: 'POST',
            body: JSON.stringify(params.data),
        })
        return { data: json };
    },

    update: async (resource, params) => {
        const url = `${apiUrl}/${resource}/${params.id}`;
        const { json } = await httpClient(url, {
            method: 'PUT',
            body: JSON.stringify(params.data),
        })
        return { data: json };
    },

    updateMany: async (resource, params) => {
        const query = {
            filter: JSON.stringify({ id: params.ids}),
        };
        const url = `${apiUrl}/${resource}?${stringify(query)}`;
        const { json } = await httpClient(url, {
            method: 'PUT',
            body: JSON.stringify(params.data),
        })
        return { data: json };
    },

    delete: async (resource, params) => {
        const url = `${apiUrl}/${resource}/${params.id}`;
        const { json } = await httpClient(url, {
            method: 'DELETE',
        });
        return { data: json };
    },

    deleteMany: async (resource, params) => {
        const query = {
            filter: JSON.stringify({ id: params.ids}),
        };
        const url = `${apiUrl}/${resource}?${stringify(query)}`;
        const { json } = await httpClient(url, {
            method: 'DELETE',
            body: JSON.stringify(params.data),
        });
        return { data: json };
    },
};

Example GraphQL Implementation

There are two ways to implement a GraphQL Data Provider:

  • Write the queries and mutations by hand - that’s what’s described in this section.
  • Take advantage of GraphQL introspection capabilities, and let the data provider “guess” the queries and mutations. For this second case, use ra-data-graphql as the basis of your provider.

Let’s say that you want to map the react-admin requests to a GraphQL backend exposing the following API (inspired by the Hasura GraphQL syntax):

getList

query {
    posts(limit: 4, offset: 0, order_by: { title: 'asc' }, where: { author_id: { _eq: 12 } }) {
        id
        title
        body
        author_id
        created_at
    }
    posts_aggregate(where: where: { author_id: { _eq: 12 } }) {
        aggregate {
            count
        }
    }
}

getOne

query {
    posts_by_pk(id: 123) {
        id
        title
        body
        author_id
        created_at
    }
}

getMany

query {
    posts(where: { id: { _in: [123, 124, 125] } }) {
        id
        title
        body
        author_id
        created_at
    }
}

getManyReference

query {
    posts(where: { author_id: { _eq: 12 } }) {
        id
        title
        body
        author_id
        created_at
    }
}

create

mutation {
    insert_posts_one(objects: { title: "hello, world!", author_id: 12 }) {
        id
        title
        body
        author_id
        created_at
    }
}

update

mutation {
    update_posts_by_pk(pk_columns: { id: 123 }, _set: { title: "hello, world!" }) {
        id
        title
        body
        author_id
        created_at
    }
}

updateMany

mutation {
    update_posts(where: { id: { _in: [123, 124, 125] } }, _set: { title: "hello, world!" }) {
        affected_rows
    }
}

delete

mutation {
    delete_posts_by_pk(id: 123) {
        id
        title
        body
        author_id
        created_at
    }
}

deleteMany

mutation {
    delete_posts(where: { id: { _in: [123, 124, 125] } }) {
        affected_rows
    }
}

Here is an example implementation, that you can use as a base for your own Data Providers:

import { ApolloClient, InMemoryCache, gql } from "@apollo/client";
import { omit } from "lodash";

const apiUrl = 'https://my.api.com/v1/graphql';

const client = new ApolloClient({
  uri: apiUrl,
  headers: { "x-graphql-token": "YYY" },
  cache: new InMemoryCache(),
  defaultOptions: {
    watchQuery: {
      fetchPolicy: 'no-cache',
      errorPolicy: 'ignore',
    },
    query: {
      fetchPolicy: 'no-cache',
      errorPolicy: 'all',
    },
  }
});

const fields = {
  posts: "id title body author_id created_at",
  authors: "id name"
};

export const dataProvider = {
  getList: (resource, { sort, pagination, filter }) => {
    const { field, order } = sort;
    const { page, perPage } = pagination;
    return client
      .query({
        query: gql`
            query ($limit: Int, $offset: Int, $order_by: [${resource}_order_by!], $where: ${resource}_bool_exp) {
                ${resource}(limit: $limit, offset: $offset, order_by: $order_by, where: $where) {
                    ${fields[resource]}
                }
                ${resource}_aggregate(where: $where) {
                    aggregate {
                        count
                    }
                }
            }`,
        variables: {
          limit: perPage,
          offset: (page - 1) * perPage,
          order_by: { [field]: order.toLowerCase() },
          where: Object.keys(filter).reduce(
            (prev, key) => ({
              ...prev,
              [key]: { _eq: filter[key] },
            }),
            {}
          ),
        },
      })
      .then((result) => ({
        data: result.data[resource],
        total: result.data[`${resource}_aggregate`].aggregate.count,
      }));
  },
  getOne: (resource, params) => {
    return client
      .query({
        query: gql`
            query ($id: Int!) {
                ${resource}_by_pk(id: $id) {
                    ${fields[resource]}
                }
            }`,
        variables: {
          id: params.id,
        },
      })
      .then((result) => ({ data: result.data[`${resource}_by_pk`] }));
  },
  getMany: (resource, params) => {
    return client
      .query({
        query: gql`
            query ($where: ${resource}_bool_exp) {
                ${resource}(where: $where) {
                    ${fields[resource]}
                }
            }`,
        variables: {
          where: {
            id: { _in: params.ids },
          },
        },
      })
      .then((result) => ({ data: result.data[resource] }));
  },
  getManyReference: (
    resource,
    { target, id, sort, pagination, filter }
  ) => {
    const { field, order } = sort;
    const { page, perPage } = pagination;
    return client
      .query({
        query: gql`
            query ($limit: Int, $offset: Int, $order_by: [${resource}_order_by!], $where: ${resource}_bool_exp) {
                ${resource}(limit: $limit, offset: $offset, order_by: $order_by, where: $where) {
                    ${fields[resource]}
                }
                ${resource}_aggregate(where: $where) {
                    aggregate {
                        count
                    }
                }
            }`,
        variables: {
          limit: perPage,
          offset: (page - 1) * perPage,
          order_by: { [field]: order.toLowerCase() },
          where: Object.keys(filter).reduce(
            (prev, key) => ({
              ...prev,
              [key]: { _eq: filter[key] },
            }),
            { [target]: { _eq: id } }
          ),
        },
      })
      .then((result) => ({
        data: result.data[resource],
        total: result.data[`${resource}_aggregate`].aggregate.count,
      }));
  },
  create: (resource, params) => {
    return client
      .mutate({
        mutation: gql`
            mutation ($data: ${resource}_insert_input!) {
                insert_${resource}_one(object: $data) {
                    ${fields[resource]}
                }
            }`,
        variables: {
          data: omit(params.data, ['__typename']),
        },
      })
      .then((result) => ({
        data: result.data[`insert_${resource}_one`],
      }));
  },
  update: (resource, params) => {
    return client
      .mutate({
        mutation: gql`
            mutation ($id: Int!, $data: ${resource}_set_input!) {
                update_${resource}_by_pk(pk_columns: { id: $id }, _set: $data) {
                    ${fields[resource]}
                }
            }`,
        variables: {
          id: params.id,
          data: omit(params.data, ['__typename']),
        },
      })
      .then((result) => ({
        data: result.data[`update_${resource}_by_pk`],
      }));
  },
  updateMany: (resource, params) => {
    return client
      .mutate({
        mutation: gql`
            mutation ($where: ${resource}_bool_exp!, $data: ${resource}_set_input!) {
                update_${resource}(where: $where, _set: $data) {
                    affected_rows
                }
            }`,
        variables: {
          where: {
            id: { _in: params.ids },
          },
          data: omit(params.data, ['__typename']),
        },
      })
      .then((result) => ({
        data: params.ids,
      }));
  },
  delete: (resource, params) => {
    return client
      .mutate({
        mutation: gql`
            mutation ($id: Int!) {
                delete_${resource}_by_pk(id: $id) {
                    ${fields[resource]}
                }
            }`,
        variables: {
          id: params.id,
        },
      })
      .then((result) => ({
        data: result.data[`delete_${resource}_by_pk`],
      }));
  },
  deleteMany: (resource, params) => {
    return client
      .mutate({
        mutation: gql`
            mutation ($where: ${resource}_bool_exp!) {
                delete_${resource}(where: $where) {
                    affected_rows
                }
            }`,
        variables: {
          where: {
            id: { _in: params.ids },
          },
        },
      })
      .then((result) => ({
        data: params.ids,
      }));
  },
};

Resource-Specific Business Logic

If you need to add custom business logic to a generic dataProvider for a specific resource, you can use the withLifecycleCallbacks helper:

// in src/dataProvider.js
import { withLifecycleCallbacks } from 'react-admin';
import simpleRestProvider from 'ra-data-simple-rest';

const baseDataProvider = simpleRestProvider('http://path.to.my.api/');

export const dataProvider = withLifecycleCallbacks(baseDataProvider, [
    {
        resource: 'posts',
        beforeDelete: async (params, dataProvider) => {
            // delete all comments related to the post
            // first, fetch the comments
            const { data: comments } = await dataProvider.getList('comments', {
                filter: { post_id: params.id },
                pagination: { page: 1, perPage: 1000 },
                sort: { field: 'id', order: 'DESC' },
            });
            // then, delete them
            await dataProvider.deleteMany('comments', { ids: comments.map(comment => comment.id) });

            return params;
        },
    },
]);

Check the withLifecycleCallbacks documentation for more details.