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OneTable

DynamoDB OneTable

One table to rule them all.

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DynamoDB OneTable (OneTable) is an access library for DynamoDB applications that use one-table design patterns with NodeJS.

OneTable strives to make dealing with DynamoDB and one-table design patterns dramatically easier while still providing easy access to the full DynamoDB API.

OneTable is not an ORM that abstracts away DynamoDB. Rather it provides a convenience API over the DynamoDB APIs. It offers a flexible high-level API that supports one-table design patterns and eases the tedium working with the standard, unadorned DynamoDB API.

OneTable can invoke DynamoDB APIs or it can be used as a generator to create DynamoDB API parameters that you can save or execute yourself.

OneTable is not opinionated as much as possible and provides hooks for you to customize requests and responses to suit your exact needs.

History and Credits

After watching the famous Rick Houlihan DynamoDB ReInvent Video, we changed how we used DynamoDB for our SenseDeep serverless developer studio to use one-table design patterns. However, we found the going tough and thus this library was created to make our one-table patterns less tedious, more natural and a joy with DynamoDB.

OneTable was used in production by the SenseDeep Serverless Developer Studio for all DynamoDB access for a year before it was published as an NPM module.

A big thank you to Alex DeBrie and his excellent DynamoDB Book. Highly recommended.

OneTable Features

  • Schema supported one-table access to DynamoDB APIs.
  • Efficient storage and access of multiple entities in a single DynamoDB table.
  • High level API with type marshaling, validations, and extended query capability for get/delete/update operations.
  • Bidirectional conversion of DynamoDB types to Javascript types.
  • Option to invoke DynamoDB or simply generate API parameters.
  • Generation of Conditional, Filter, Key and Update expressions.
  • Schema item definitions for attribute types, default values, enums and validations.
  • Powerful field level validations with "required" and "unique" attributes.
  • Easy parameterization of filter and conditional queries.
  • Multi-page response aggregation.
  • Compound and templated key management.
  • Attribute mapping and packing.
  • Support for sparse GSIs that project keys and overloaded attributes.
  • Encrypted fields.
  • CreateTable, DeleteTable admin operations.
  • Support for Batch, Transactions, GSI, LSI indexes.
  • Intercept hooks to modify DynamoDB requests and responses.
  • Controllable logging to see exact parameter, data and responses.
  • Simple and easy to read source.
  • Integrated statistics.
  • Safety options to prevent "rm -fr *".
  • No module dependencies.
  • Support for the AWS SDK v3.
  • TypeScript type inference from schema for full type validation on APIs, parameters, returns, and entities and attributes.

Database Migrations

To manage your database migrations, consider the OneTable CLI which provides command line migration control and the OneTable Migrate library for inclusion in your services to manage database migrations.

Installation

npm i dynamodb-onetable

Quick Tour

Import the OneTable library. If you are not using ES modules or TypeScript, use require to import the libraries.

import {Table} from 'dynamodb-onetable'

If you are using the AWS SDK V2, import the AWS DynamoDB class and create a DocumentClient instance.

import DynamoDB from 'aws-sdk/clients/dynamodb'
const client = new DynamoDB.DocumentClient(params)

This version includes prototype support for the AWS SDK V3.

If you are using the AWS SDK V3, import the AWS V3 DynamoDBClient class and the OneTable Dynamo helper. Then create a DynamoDBClient instance and Dynamo wrapper instance. Note: you will need Node v14 or later for this to work.

Note: you can use the Table.setClient API to defer setting the client or replace the client at any time.

import Dynamo from 'dynamodb-onetable/Dynamo'
import {Model, Table} from 'dynamodb-onetable'
import {DynamoDBClient} from '@aws-sdk/client-dynamodb'
const client = new Dynamo({client: new DynamoDBClient(params)})

Initialize your OneTable Table instance and define your models via a schema.

const table = new Table({
    client: client,
    name: 'MyTable',
    schema: MySchema,
})

This will initialize your OneTable Table instance and define your models via a schema.

Schemas

Schemas define how items will be stored in your database and look like this:

const MySchema = {
    indexes: {
        primary: { hash: 'pk', sort: 'sk' },
        gs1:     { hash: 'gs1pk', sort: 'gs1sk', follow: true },
    },
    models: {
        Account: {
            pk:          { type: String, value: 'account:${name}' },
            sk:          { type: String, value: 'account:' },
            id:          { type: String, uuid: true, validate: /^[0-9A-F]{32}$/i },
            name:        { type: String, required: true },
            status:      { type: String, default: 'active' },
            zip:         { type: String },
        },
        User: {
            pk:          { type: String, value: 'account:${accountName}' },
            sk:          { type: String, value: 'user:${email}', validate: EmailRegExp },
            id:          { type: String, required: true },
            accountName: { type: String, required: true },
            email:       { type: String, required: true },
            firstName:   { type: String, required: true },
            lastName:    { type: String, required: true },
            username:    { type: String, required: true },
            role:        { type: String, enum: ['user', 'admin'], required: true, default: 'user' },
            balance:     { type: Number, default: 0 },

            gs1pk:       { type: String, value: 'user-email:${email}' },
            gs1sk:       { type: String, value: 'user:' },
        }
    }
}

Alternatively, you can define models one by one:

const Card = new Model(table, 'Card', {
    fields: {
    /* Model schema field definitions */
    }
})

To create an item:

let account = await Account.create({
    id: '8e7bbe6a-4afc-4117-9218-67081afc935b',
    name: 'Acme Airplanes',
})

This will write the following to DynamoDB:

{
    pk:         'account:8e7bbe6a-4afc-4117-9218-67081afc935b',
    sk:         'account:98034',
    id:         '8e7bbe6a-4afc-4117-9218-67081afc935b',
    name:       'Acme Airplanes',
    status:     'active',
    zip:        '98034',
    created:    1610347305510,
    updated:    1610347305510,
}

Get an item:

let account = await Account.get({
    id: '8e7bbe6a-4afc-4117-9218-67081afc935b',
})

which will return:

{
    id:       '8e7bbe6a-4afc-4117-9218-67081afc935b',
    name:     'Acme Airplanes',
    status:   'active',
    zip:      '98034',
}

To use a secondary index:

let user = await User.get({email: 'user@example.com'}, {index: 'gs1'})

To find a set of items:

let users = await User.find({accountId: account.id})

let adminUsers = await User.find({accountId: account.id, role: 'admin'})

let users = await User.find({accountId: account.id}, {
    where: '${balance} > {100.00}'
})

//  Get a count of matching users without returning the actual items
let users = await User.find({accountId: account.id, role: 'admin'}, {count: true})
let count = users.count

To update an item:

await User.update({id: userId, balance: 50})
await User.update({id: userId}, {add: {balance: 10.00}})
await User.update({id: userId}, {set: {status: '{active}'}})

To do a transactional update:

let transaction = {}
await Account.update({id: account.id, status: 'active'}, {transaction})
await User.update({id: user.id, role: 'user'}, {transaction})
await table.transact('write', transaction)

Working Samples

To get you going quickly, try out the working samples in the OneTable repository at:

Checkout the

TypeScript

OneTable provides TypeScript type declaration files so that OneTable APIs can be fully type checked.

However, OneTable goes further creates type declarations for your table entities and attributes. TypeScript will catch any invalid entity or entity attribute references.

Using TypeScript dynamic typing, OneTable automatically converts your OneTable schema into fully typed generic Model APIs.

For example:

import {Entity, Model, Table} from 'dynamodb-onetable'

const MySchema = {
    models: {
        Account: {
            pk:    { type: String, value: 'account:${name}' },
            name:  { type: String },
        }
    }
}

//  Fully typed Account object based on the schema
type AccountType = Entity<typeof MySchema.models.Account>

let account: AccountType = {
    name: 'Coyote',        //  OK
    unknown: 42,           //  Error
}

//  Get an Account access model
let Account: Model<AccountType> = table.getModel<AccountType>('Account')

let account = await Account.update({
    name: 'Acme',               //  OK
    unknown: 42,                //  Error
})

account.name = 'Coyote'         //  OK
account.unknown = 42            //  Error

Why OneTable?

DynamoDB is a great NoSQL database that comes with a learning curve. Folks migrating from SQL often have a hard time adjusting to the NoSQL paradigm and especially to DynamoDB which offers exceptional scalability but with a fairly low-level API.

The standard DynamoDB API requires a lot of boiler-plate syntax and expressions. This is tedious to use and can unfortunately can be error prone at times. I doubt that creating complex attribute type, key, filter, condition and update expressions are anyone's idea of a good time.

Net/Net: it is not easy to write terse, clear, robust Dynamo code for one-table patterns.

Our goal with OneTable for DynamoDB was to keep all the good parts of DynamoDB and to remove the tedium and provide a more natural, "JavaScripty / TypeScripty" way to interact with DynamoDB without obscuring any of the power of DynamoDB itself.

Dynamo Class

The Dynamo class is used ease the configuration of the AWS SDK v3. The class is only used with AWS SDK V3 to wrap the DynamoDBClient instance and provide helper methods for OneTable. It does not expose any other methods.

Dynamo Constructor

The Dynamo constructor takes a parameter of type object with the following properties:

Property Type Description
client DynamoDB An AWS SDK v3 DynamoDBClient instance.
marshall object Marshall options for converting to DynamoDB attribute types. See: util-dynamodb for details.
unmarshall object Unmarshall options for converting from DynamoDB attribute types. See: util-dynamodb for details.

Table Class

The Table class is the top-most OneTable class and it represents a single DynamoDB table. The table class configures access to a DynamoDB table, defines the model (entity) schema, indexes, crypto and defaults. You can create a single Table instance or if you are working with multiple tables, you can create one instance per table.

The Table class provides APIs for transactions and batch API operations. While most access to the database is via the Model methods, the Table class also provides a convenience API to wrap the Model methods so you can specify the required model by a string name. The is helpful for factory design patterns.

Table Examples

import {Table} from 'dynamodb-onetable'

const table = new Table({
    client: DocumentClientInstance,
    name: 'MyTable',
    schema: Schema,
})

//  Fetch an item collection (will return parsed entities in an item collection)
let items = await table.fetch(['User', 'Product'], {pk: 'account:AcmeCorp'})
let users = items.Users
let products = items.Products

//  Alternatively, group after a standard query
let items = await table.queryItems({pk: 'account:AcmeCorp'}, {parse: true})
items = table.groupByType(items)
let users = items.Users
let products = items.Products

//  Fetch an account by the ID which is used to create the primary key value
let account = await table.get('Account', {id})

//  Update Account and User in a transaction
let transaction = {}
await table.update('Account', {id: account.id, status: 'active'}, {transaction})
await table.update('User', {id: user.id, role: 'user'}, {transaction})
await table.transact('write', transaction)

//  Fetch an Account using the Account model
let account = await table.find('Account', {id})

//  Get the number of accounts without reading the items
let accounts = await table.scan('Account')
let count = accounts.count

Table Constructor

The Table constructor takes a parameter of type object with the following properties:

Property Type Description
client DocumentClient An AWS DocumentClient instance.
crypto object Optional properties defining a crypto configuration to encrypt properties.
createdField string Name of the "created" timestamp attribute. Defaults to "created".
delimiter string Composite sort key delimiter (default ':').
hidden boolean Hide templated (value) attributes in Javascript properties. Default true.
intercept function Callback function to be invoked on reads and writes to intercept and modify data
isoDates boolean Set to true to store dates as Javascript ISO strings vs epoch numerics. Default false.
logger `boolean object`
name string yes
nulls boolean Store nulls in database attributes or remove attributes set to null. Default false.
schema string Definition of your DynamoDB indexes and models.
senselogs object Set to a SenseLogs logger instance instead logger. Default null.
timestamps boolean Make "created" and "updated" timestamps in items. Default false.
typeField string Name of the "type" attribute. Default "_type".
updatedField string Name of the "updated" timestamp attribute. Default "updated".
uuid string or Function Create a UUID, ULID or custom ID if the schema model requires and the property is not already defined. Set to uuid or ulid for the internal UUID or ULID implementations. A ULID is a time-based sortable unique ID. Otherwise set to a function for a custom implementation. If not defined, the internal UUID implementation is used by default when required.

The client property must be an initialized AWS DocumentClient. The DocumentClient API is currently supported by the AWS v2 API. The recently released AWS v3 API does not yet support the DocumentClient API (stay tuned - See Issue).

By default, OneTable will not write null values to the database rather, it will remove the corresponding attribute from the item. If you set the nulls property to true, null values will be written via create or update. You can also define nulls on a model attribute basis via the schema.

The optional intercept function will be invoked on read and write requests to assist with data migrations. The intercept function can modify the item as it sees fit. The invocation signature is:

intercept(model, operation, item, apiParams, rawReadData)

Where operation is set to 'read' or 'write'. For read operations, the raw parameter has the raw data as read from the table before conversion into Javascript properties in item.

Crypto

The crypto property defines the configuration used to encrypt and decrypt attributes that specify encrypt: true in their schema. This is useful as an additional layer of security for passwords, keys and other especially sensitive information. The crypto property should be set to a hash that contains the cipher to use and an encryption secret/password.

{
    "cipher": "aes-256-gcm",
    "password": "16719023-772f-133d-1111-aaaa7722188f"
}

Logger

OneTable can log complete request parameters and responses to assist you in debugging and understanding how your API requests are being translated to DynamoDB.

You can set logger parameter to true for simple logging to the console. Alternatively, the logger may be set to logging callback that will be invoked as required to log data. The logger function has the signature:

const table = new Table({
    ...
    logger: (level, message, context) => {
        if (level == 'trace' || level == 'data') return
        console.log(`${new Date().toLocaleString()}: ${level}: ${message}`)
        console.log(JSON.stringify(context, null, 4) + '\n')
    }
})

Where level is set to info, error, warn, exception, trace or data. The trace level is for verbose debugging messages. The data level logs user data retrieved find and get API calls.

The message is a simple String containing a descriptive message. The context is a hash of contextual properties regarding the request, response or error.

If you use {log: true} in the various OneTable Model API options, the more verbose trace and data levels will be changed to info for that call before passing to the logging callback. In this way you can emit trace and data output on a per API basis.

SenseLogs

OneTable also integrates with SenseLogs which is a simple, dynamic logger designed for serverless.

import SenseLogs from 'senselogs'
const senselogs = new SenseLogs()
const table = new Table({senselogs})
``

This will log request details in JSON. Use `SenseLogs({destination: 'console'})` for plain text logging to the console.


#### Schema

The `schema` property describes the indexes and models (entities) on your DynamoDB table. Models may be defined via the `schema` or alternatively may be constructed using the `Model` constructor and the `Table.addModel` method.

The valid properties of the `schema` object are:

| Property | Type | Description |
| -------- | :--: | ----------- |
| indexes | `object` | Hash of indexes used by the table |
| models | `object` | Hash of model entities describing the model keys, indexes and attributes |

#### Indexes

The `schema.indexes` property can contain one or more indexes and must contain the `primary` key. Additional indexes will be treated as Local Secondary Indexes (LSIs) if they only contain as `sort` key or if they set the hash key to the same value the primary index hash key. They will be treated as Global Secondary Indexes (GSIs) if they provide a unique hash key value.

```javascript
{
    primary: {
        hash: 'pk',         //  Schema property name of the hash key
        sort: 'sk',         //  Schema property name of the sort key
    },
    //  Zero or more global secondary or local secondary indexes
    gs1: {
        hash: 'gs1pk',      //  Omit the hash for an LSI or set to the primary index hash name
        sort: 'gs1sk',
        project: 'all',
        follow: true,
    },
    ...
}

Note the hash and sort names are schema property names which may differ from table attribute names if you are using mapping.

The project property can be set to 'all' to project all attributes to the secondary index, set to 'keys' to project only keys and may be set to an array of attributes (not properties) to specify an explicit list of attributes to project. The project property is used by the Table.createTable API.

The follow property is used to support GSI indexes that project KEYS_ONLY or only a subset of an items properties. When follow is true, any fetch of an item via the GSI will be transparently followed by a fetch of the full item using the primary index and the GSI projected keys. This incurs an additional request for each item, but for large data sets, it is useful to minimize the size of a GSI and yet retain access to full items.

Models

The schema.models property contains one or more models with attribute field descriptions. The models collections define the attribute names, types, mappings, validations and other properties. For example:

{
    album: {
        pk:     { type: String, value: '${_type}:${name}' },
        sk:     { type: String, value: '${_type}:' },
        name:   { type: String, required: true },
        songs:  { type: Number },
        _type:  { type: String, value: 'album' },
    },
    artist: {
        pk:     { type: String, value: '${_type}:${name}' },
        sk:     { type: String, value: '${_type}:' },
        name:   { type: String, required: true },
        _type:  { type: String, value: 'artist' },
    }
}

The name of the entity model is model map name (album and artist above).

The valid types are: Array, Binary, Boolean, Buffer, Date, Number, Object, Set and String.

OneTable will ensure that values are of the correct type before writing to the database. Where possible, values will be cast to their correct types. For example: 'false' will be cast to false for Boolean types and 1000 will be cast to '1000' for String types.

These JavaScript types map onto the equivalent DynamoDB types. For Binary types, you can supply data values with the types: ArrayBuffer and Buffer.

For Sets, you should set the schema type to Set and supply values as instances of the JavaScript Set type. DynamoDB supports sets with elements that are strings, numbers or binary data.

OneTable will automatically add a _type attribute to each model that is set to the name of the model. However, you can explicitly define your type attribute in your model schema if you wish as shown in the example above.

The type field can be used in PK/SK value templates by using ${_type}. You can change the name of the type field from _type by setting the params.typeField in the Table constructor.

Schema Attribute Properties

The following attribute properties are supported:

Property Type Description
crypt boolean Set to true to encrypt the data before writing.
default string or function Default value to use when creating model items or when reading items without a value.
enum array List of valid string values for the attribute.
filter boolean Enable a field to be used in a filter expression. Default true.
hidden boolean Set to true to omit the attribute in the returned Javascript results. Attributes with a "value" template defined will by hidden by default. Default to false.
ksuid boolean Set to true to automatically create a new KSUID (time-based sortable unique string) for the attribute when creating. Default false. This requires an implementation be passed to the Table constructor.
map string Map the field value to a different attribute name when storing in the database. Can be a simple attribute name or a compound "obj.name" where multiple fields can be stored in a single attribute containing an object with all the fields.
nulls boolean Set to true to store null values or false to remove attributes set to null. Default false.
required boolean Set to true if the attribute is required. Default false.
transform function Hook function to be invoked to format and parse the data before reading and writing.
type Type or string Type to use for the attribute.
unique boolean Set to true to enforce uniqueness for this attribute. Default false.
uuid boolean or string Set to true to automatically create a new UUID value for the attribute when creating new items. This uses the default Table UUID setting if set to true. Set to 'uuid' or 'ulid' to select the internal UUID or ULID implementations. Default false.
validate RegExp Regular expression to use to validate data before writing.
value string or function Template to derive the value of the attribute. These attributes are "hidden" by default.

If the default property defines the default value for an attribute. It may be set to a string or a function. If no value is provided for the attribute when creating a new item, the default value will be used. The default function signature is:

default(model, fieldName, attributes)

If the hidden property is set to true, the attribute will be defined in the DynamoDB database table, but will be omitted in the returned Javascript results.

The map property can be used to set an alternate or shorter attribute name when storing in the database. The map value may be a simple string that will be used as the actual attribute name.

Alternatively, the map value can be a pair of the form: 'obj.name', where the attribute value will be stored in an object attribute named "obj" with the given name name. Such two-level mappings may be used to map multiple properties to a single table attribute. This is helpful for the design pattern where GSIs project keys plus a single 'data' field and have multiple models map relevant attributes into the projected 'data' attribute. OneTable will automatically pack and unpack attribute values into the mapped attribute. Note: APIs that write to a mapped attribute must provide all the properties that map to that attribute on the API call. Otherwise an incomplete attribute would be written to the table.

The transform property is used to format data prior to writing into the database and parse it when reading back. This can be useful to convert to alternate data representations in your table. The transform signature is:

value = transform(model, operation, name, value)

Where operation is either read or write. The name argument is set to the field attribute name.

The type properties defines the attribute data type. Valid types include: String, Number, Boolean, Date, Object, Null, Array, Buffer (or Binary) and Set. The Object type is mapped to a map, the Array type is mapped to a list. Dates are stored as Unix numeric epoch date stamps. Binary data is supplied via Buffer types and is stored as base64 strings in DynamoDB.

The validate property defines a regular expression that is used to validate data before writing to the database. Highly recommended.

The value property defines a literal string template or function that is used to compute the attribute value. This is useful for computing key values from other properties, creating compound (composite) sort keys or for packing fields into a single DynamoDB attribute when using GSIs.

String templates are similar to JavaScript string templates, The template string may contain ${name} references to other fields defined in the schema. If any of the variable references are undefined when an API is called, the computed field value will be undefined and the attribute will be omitted from the operation. The variable name may be of the form: ${name:size:pad} where the name will be padded to the specified size using the given pad character (which default to '0'). This is useful for zero padding numbers so that they sort numerically.

The value may be set to a function which then returns the attribute value. The calling sequence for the function is value(propertyName, properties) where properties is the properties provided to the API after blending with the context (see below). A value function must not depend on the value of other value properties that may or many not have been computed when the function is called. You may use the values of other attributes supplied via the properties parameters.

If you call find or any query API and do not provide all the properties needed to resolve the complete value template. i.e. some of the ${var} references are unresolved, OneTable will take the resolved portion and create a begins with key condition for that portion of the value template.

Table Contexts

Each Table has a context of properties that are blended with Model properties before executing APIs. The context is used to provide keys and attributes that apply to more than just one API invocation. A typical use case is for a central authorization module to add an accountId or userId to the context which is then used in keys for items belonging to that account or user. This is useful for multi-tenant applications.

When creating items, context properties are written to the database. When updating, context properties are not, only explicit attributes provided in the API properties parameter are written.

Context properties take precedence over supplied properties. This is to prevent accidental updating of context keys. To force an update of context attributes, provide the context properties either by updating the context via Table.setContext or supplying an explicit context via params.context.

Use the Table.setContext method to initialize the context and Table.clear to reset.

Table Methods

The Table API provides a utility methods and low-level data API to manage DynamoDB. The low-level methods are: deleteItem, getItem, putItem, updateItem. Use these methods to do raw I/O on your table. In general, you should prefer the Model APIs that are based on their schema definition and provide a higher level of operation. The model methods are: create, get, find, remove and update.

addModel(name, fields)

Add a new model to a table. This invokes the Model constructor and then adds the model to the table. The previously defined Table indexes are used for the model.

async batchGet(batch, params = {})

Invoke a prepared batch operation and return the results. Batches are prepared by creating a bare batch object {} and passing that via params.batch to the various OneTable APIs to build up a batched operation. Finally invoking batchGet or batchWrite will execute the accumulated API calls in a batch.

The batch parameter should initially be set to {} and then be passed to API calls via params.batch.

For example:

let batch = {}
await Account.get({id: accountId}, {batch})
await User.get({id: userId}, {batch})
let results = await table.batchGet(batch)

Set batch params.consistent for a consistent read.

async batchWrite(batch, params = {})

Same as batchGet but for write operations.

clearContext()

Clear the table context properties. The Table has a context of properties that are blended with Model properties before writing items to the database.

async create(modelName, properties, params = {})

Create a new item in the database of the given model modelName as defined in the table schema. Wraps the Model.create API. See Model.create for details.

async createTable(params)

Create a DynamoDB table based upon the needs of the specified OneTable schema. The table configuration can be augmented by supplying additional createTable configuration via the params. See DynamoDB CreateTable for details.

async deleteItem(properties, params = {})

Delete an item in the database. This wraps the DynamoDB deleteItem method.

The properties parameter is a Javascript hash containing the required keys or fields that are used to create the primary key.

Additional fields supplied in properties may be used to construct a filter expression. In this case, a find query is first executed to identify the item to remove. Superfluous property fields will be ignored.

The optional params are fully described in Model API Params. Some relevant params include:

The params.fields may be set to a list of properties to return. This defines the ProjectionExpression.

If params.execute is set to false, the command will not be executed and the prepared DynamoDB API parameters will be returned.

If params.many is set to true, the API may be used to delete more than one item. Otherwise, for safety, it is assume the API will only remove one item.

The params.where clause may be used to define a filter expression. This will define a FilterExpression and the ExpressionAttributeNames and ExpressionAttributeValues. See Where Clause for more details.

async deleteTable()

Delete a DynamoDB table.

async exists()

Test if the table name exists in the database.

async fetch(models, properties, params = {})

Fetch an item collection of items that share the same primary key. Models should be a list of model type names to return. The properties should provide the primary key shared by those model types. The return result is a map with items organized by their model type.

For example:

let items = await table.fetch(['User', 'Product'], {pk: 'account:AcmeCorp'})
let users = items.Users
let products = items.Products
users.forEach(user => /* operate on user */)
products.forEach(user => /* operate on user */)

async getItem(properties, params = {})

Get an item from the database. This API wraps the DynamoDB getItem method.

The properties parameter is a Javascript hash containing the required keys or fields that are used to create the primary key.

Additional fields supplied in properties may be used to construct a filter expression. In this case, a find query is first executed to identify the item to retrieve. Superfluous property fields will be ignored.

The get method returns Javascript properties for the item after applying any schema mappings. Hidden attributes will not be returned.

The optional params are fully described in Model API Params. Some relevant params include:

The params.fields may be set to a list of properties to return. This defines the ProjectionExpression.

If params.execute is set to false, the command will not be executed and the prepared DynamoDB API parameters will be returned.

If params.parse is set to true, the results will be parsed and mapped into a set of Javascript properties. By default, the unmodified DynamoDB results are returned.

The params.where clause may be used to define a filter expression. This will define a FilterExpression and the ExpressionAttributeNames and ExpressionAttributeValues. See Where Clause for more details.

async find(modelName, properties, params = {})

Find an item in the database of the given model modelName as defined in the table schema. Wraps the Model.find API. See Model.find for details.

async get(modelName, properties, params = {})

Get an item in the database of the given model modelName as defined in the table schema. Wraps the Model.get API. See Model.get for details.

getModel(name)

Return a model for the given model name.

async listTables()

Return a list of tables in the database.

listModels()

Return a list of models defined on the Table.

async putItem(properties, params = {})

Create an item in the database. This API wraps the DynamoDB putItem method.

The properties parameter is a Javascript hash containing all the required attributes for the item and must contain the required keys or fields that are used to create the primary key.

OneTable will only write fields in properties that correspond to the schema attributes for the model. Superfluous property fields will be ignored.

The property names are those described by the schema. NOTE: these are not the same as the attribute names stored in the Database. If a schema uses map to define a mapped attribute name, the Javascript field name and the DynamoDB attribute name may be different.

The method returns the unmodified DynamoDB put response. If params.parse is set to true, it will return the Javascript properties created for the item with hidden attributes will not be returned.

Before creating the item, all the properties will be validated according to any defined schema validations and all required properties will be checked. Similarly, properties that use a schema enum definition will be checked that their value is a valid enum value. Encrypted fields will be encrypted transparently before writing.

The params.fields may be set to a list of properties to return. This defines the ProjectionExpression.

If params.execute is set to false, the command will not be executed and the prepared DynamoDB API parameters will be returned.

If params.parse is set to true, the results will be parsed and mapped into a set of Javascript properties. Otherwise, the unmodified DynamoDB response will be returned.

async queryItems(properties, params)

This API invokes the DynamoDB query API and return the results.

The properties should include the relevant key properties.

The sort key may be defined as a key condition by setting the property to an object that defines the condition. The condition operator is specified as the key, and the operand as the value. For example:

let user = await table.queryItems({pk, sk: {begins: 'user:john'}})
let tickets = await table.queryItems({pk, sk: {between: [1000, 2000]}})
let invoices = await table.queryItems({pk, sk: {'<=': 1000}})

The operators include:

< <= = >= >
begins or begins_with
between

For TypeScript, the OneTable creates strict typings which make using {beings}, {between} etc. To accomodate TypeScript, OneTable supports tunneling such values via the params. Alternatively, use the Where Clause formulation described below. For example:

let user = await table.queryItems({pk}, {tunnel: {begins: {sk: 'user:john'}}})
let tickets = await table.queryItems({pk}, {tunnel: {between: {sk: [1000, 2000]}}})
let invoices = await table.queryItems({pk}, {tunnel: {'<=': {sk: 1000}}})

Non-key fields are used to construct a filter expression which is applied by DynamoDB after reading the data but before returning it to the caller. OneTable will utilize fields in properties that correspond to the schema attributes for the model. Superfluous property fields will be ignored in the filter expression.

More complex filter expressions may be created via a params.where property. For example:

let invoices = await table.queryItems({pk}, {where: '${sk} <= {1000}'})

See Where Clause for more details.

If queryItems is called without a sort key, queryItems will utilize the model type as a sort key prefix and return all matching model items. This can be used to fetch all items that match the primary hash key and are of the specified model type.

The queryItems method returns an array of items after applying any schema mappings. Hidden attributes in items will not be returned.

Some useful params for queryItems include:

The params.index may be set to the desired index name.

The params.where clause may be used to define a filter expression. This will define a FilterExpression and the ExpressionAttributeNames and ExpressionAttributeValues. See Where Clause for more details.

The params.fields may be set to a list of properties to return. This defines the ProjectionExpression.

If params.execute is set to false, the command will not be executed and the prepared DynamoDB API parameters will be returned.

If params.parse is set to true, the results will be parsed and mapped into a set of Javascript properties. Otherwise, the unmodified DynamoDB response will be returned.

async remove(modelName, properties, params = {})

Delete an item in the database of the given model modelName as defined in the table schema. Wraps the Model.remove API. See Model.remove for details.

removeModel(name)

Remove a model from the Table schema.

async scanItems(params)

Invokes the DynamoDB scan API and return the results.

Some relevant params include:

The params.where clause may be used to define a filter expression. This will define a FilterExpression and the ExpressionAttributeNames and ExpressionAttributeValues. See Where Clause for more details.

The params.fields may be set to a list of properties to return. This defines the ProjectionExpression.

If params.execute is set to false, the command will not be executed and the prepared DynamoDB API parameters will be returned.

If params.parse is set to true, the results will be parsed and mapped into a set of Javascript properties. Otherwise, the unmodified DynamoDB response will be returned.

The scan method supports parallel scan where you invoke scan simultaneously from multiple workers. Using the async/await pattern, you can start the workers and then use a Promise.all to wait for their completion. To perform parallel scans, you should set the params.segments to the number of parallel segements and the params.segment to the numeric segment to be scaned for that worker.

const segments = 4
let promises = []
for (let segment = 0; segment < segments; segment++) {
    promises.push(table.scanItems({}, {segment, segments}))
}
let results = await Promise.all(promises)

setClient(client)

Assign an AWS SDK V2 DocumentClient or AWS SDK V3 Dynamo helper client to be used for communiction with DynamoDB. Note the V3 DocumentClient instance is a native AWS SDK DocumentClient instance. For AWS SDK V3, the client is an instance of the OneTable Dynamo helper.

setContext(context = {}, merge = false)

Set the table context properties. If merge is true, the properties are blended with the existing context.

async transact(operation, transaction, params = {})

Invoke a prepared transaction and return the results. Transactions are prepared by creating a bare transaction object {} and passing that via params.transaction to the various OneTable APIs to build up a transactional operation. Finally invoking transact will execute the accumulated API calls within a DynamoDB transaction.

The operation parameter should be set to write or get.

The transaction parameter should initially be set to {} and then be passed to API calls via params.transaction.

A get operation will return an array containing the items retrieved.

The Table.groupBy can be used to organize the returned items by model. E.g.

let transaction = {}
await table.get('Account', {id: accountId}, {transaction})
await table.get('User', {id: userId}, {transaction})
let items = await table.transact('get', transaction, {parse: true})
items = table.groupByType(items).
let accounts = items.Account
let users = items.Users

async update(modelName, properties, params = {})

Update an item in the database of the given model modelName as defined in the table schema. Wraps the Model.update API. See Model.update for details.

async updateItem(properties, params)

Update an item in the database. This method wraps the DynamoDB updateItem API.

The properties parameter is a Javascript hash containing properties to update including the required keys or fields that are used to create the primary key.

OneTable will only update fields in properties that correspond to the schema attributes for the model. Superfluous property fields will be ignored.

The property names are those described by the schema. NOTE: these are not the same as the attribute names stored in the Database. If a schema uses map to define a mapped attribute name, the Javascript field name and the DynamoDB attribute name may be different.

The method returns the unmodified DynamoDB response. If params.parse is true, the call returns the Javascript properties for the item with hidden attributes removed.

The optional params are described in Model API Params.

The params.fields may be set to a list of properties to return. This defines the ProjectionExpression.

If params.execute is set to false, the command will not be executed and the prepared DynamoDB API parameters will be returned.

If params.parse is set to true, the results will be parsed and mapped into a set of Javascript properties. Otherwise, the unmodified DynamoDB response will be returned.

uuid()

Generate a simple, fast non-cryptographic UUID string.

ulid()

Generate a ULID. Useful when you need a time-based sortable, cryptographic, unique sequential number.

Model Class

The Model class represents an entity (item) in the database that implements the specified model schema. With one-table design patterns, different model items are store in a single DynamoDB table and are distinguished via their unique primary keys.

Models define attributes in the database which may overlap with the attributes of other models. There is no problem with this.

A model instance is typically created via a model constructor or via the Table factory.

Model Examples

import {Table} from 'dynamodb-onetable'

const table = new Table({})

let Account = new Model(table, 'Account', {
    fields: { /* See schema field definitions */},
})
let User = table.getModel('User')

//  Get an item where the name is sufficient to construct the primary key
let account = await Account.get({name: 'Acme Airplanes'})
let user = await User.get({email: 'user@example.com'}, {index: 'gs1'})

//  find (query) items
let users = await User.find({accountName: 'Acme Airplanes'})

//  Update an item
let user = await User.update({email: 'user@example.com', balance: 0})

Model Constructor

Models are typically created via the Table schema definition and factory. However, you can create them one-by-one as required. After manually creating the model, you should call Table.addModel to add to your table.

let AccountModel = new Model(table, name, options)

With TypeScript, you create fully typed models using the generic Model constructor. For example:

type Account = Entity<typeof schema.models.Account>
let AccountModel = new Model<Account>(table, 'Account', {
    fields: {
        pk:    { type: String, value: 'account:${name}' },
        name:  { type: String },
    }
})

Thereafter, the references to Account instances return by the model will be fully type checked.

Where table is a configured instance of Table. Name is the name of the model and options are an optional hash.

The Model options are:

Property Type Description
fields object Field attribute definitions. Same format as in the Table schema
indexes object Index definition. Same format as in the Table schema
timestamps boolean Make "created" and "updated" timestamps in items

Model High-Level API

async create(properties, params = {})

Create an item in the database. This API wraps the DynamoDB putItem method.

The properties parameter is a Javascript hash containing all the required attributes for the item and must contain the required keys or fields that are used to create the primary key.

OneTable will only write fields in properties that correspond to the schema attributes for the model. Superfluous property fields will be ignored.

The property names are those described by the schema. NOTE: these are not the same as the attribute names stored in the Database. If a schema uses map to define a mapped attribute name, the Javascript field name and the DynamoDB attribute name may be different.

The method returns the Javascript properties created for the item. Hidden attributes will not be returned.

Before creating the item, all the properties will be validated according to any defined schema validations and all required properties will be checked. Similarly, properties that use a schema enum definition will be checked that their value is a valid enum value. Encrypted fields will be encrypted transparently before writing.

For create, the params.exists will default to a false value to ensure an item of the same key does not already exist. If set to null, a create will be allowed to overwrite an existing item.

Unique Fields

If the schema specifies that an attribute must be unique, OneTable will create a special item in the database to enforce the uniqueness. This item will be an instance of the Unique model with the primary key set to _unique:Model:Attribute:Value. The created item and the unique item will be created in a transparent transaction so that the item will be created only if all the unique fields are truly unique. The remove API will similarly remove the special unique item.

The optional params are described in Model API Params.

async find(properties, params = {})

Find items in the database. This API wraps the DynamoDB query method.

The properties parameter is a Javascript hash containing the required keys or fields that are used to create the primary key.

The sort key may be defined as a simple value or as a key condition by setting the property to an object that defines the condition. The condition operator is specified as the key, and the operand as the value. For example:

let user = await User.find({pk, sk: {begins: 'user:john'}})
let tickets = await Ticket.find({pk, sk: {between: [1000, 2000]}})
let invoices = await Invoice.find({pk, sk: {'<=': 1000}})
let invoices = await Invoice.find({pk}, {where: '${sk} <= {1000}'})

let items = await Invoice.find({pk}, {where: '${sk} <= {1000}'}, {count: true})
let count = items.count

The operators include:

< <= = >= >
begins or begins_with
between

Additional fields supplied in properties are used to construct a filter expression which is applied by DynamoDB after reading the data but before returning it to the caller. OneTable will utilize fields in properties that correspond to the schema attributes for the model. Superfluous property fields will be ignored in the filter expression.

More complex filter expressions may be created via a params.where property. For example:

let adminUsers = await User.find({}, {
    where: '(${role} = {admin}) and (${status} = {current})'
})

Use params.count set to true to return the number of matching items instead of returning the items.

See Where Clause for more details.

If find is called without a sort key, find will utilize the model type as a sort key prefix and return all matching model items. This can be used to fetch all items that match the primary hash key and are of the specified model type.

The find method returns an array of items after applying any schema mappings. Hidden attributes in items will not be returned.

Pagination

The find method will automatically invoke DynamoDB query to fetch additional items and aggregate the result up to the limit specified by params.limit. If the limit is exceeded, the last key fetched is set in the 'result.next' property of the returned array of items. You can provide this as params.next to a subsequent API call to continue the query with the next page of results.

let next
do {
    let items = await User.find({accountId}, {limit: 10, next})
    //  process items
    next = items.next
} while (next)

To scan backwards, set Params.reverse to true.

The keys for the first item are returned in params.prev which can be used to retrieve the previous page.

let firstPage = await User.find({accountId}, {limit})
let secondPage = await User.find({accountId}, {limit, next: secondPage.next})
let previousPage = await User.find({accountId}, {limit, prev: items.prev})

Note: the limit is the number of items read by DynamoDB before filtering and thus may not be equal to the number of items returned if you are using filtering expressions.

To control the number of pages that queryItems will request, set the params.maxPages to the desired number.

The optional params are fully described in Model API Params. Some relevant params include:

If params.execute is set to false, the command will not be executed and the prepared DynamoDB API parameters will be returned.

The params.fields may be set to a list of properties to return. This defines the ProjectionExpression.

If the params.follow is set to true, each item will be re-fetched using the returned results. This is useful for KEYS_ONLY secondary indexes where OneTable will use the retrieved keys to fetch all the attributes of the entire item using the primary index. This incurs an additional request for each item, but for large data sets, it enables the transparent use of a KEYS_ONLY secondary index which may greatly reduce the size (and cost) of the secondary index.

The params.limit specifies the maximum number of items for DynamoDB to read. The params.next defines the start point for the returned items. It is typically set to the last key returned from previous invocation via the result.next property. Note: the limit is the number of items DynamoDB reads before filtering.

The params.maxPages specifies the maximum number of DynamoDB query requests that OneTable will perform for a single API request.

If params.parse is set to false, the unmodified DynamoDB response will be returned. Otherwise the results will be parsed and mapped into a set of Javascript properties.

If params.next is set to a map that contains the primary hash and sort key values for an existing item, the query will commence at that item.

The params.where clause may be used to augment the filter expression. This will define a FilterExpression and the ExpressionAttributeNames and ExpressionAttributeValues. See Where Clause for more details.

async get(properties, params = {})

Get an item from the database. This API wraps the DynamoDB getItem method.

The properties parameter is a Javascript hash containing the required keys or fields that are used to create the primary key.

Additional fields supplied in properties may be used to construct a filter expression. In this case, a find query is first executed to identify the item to retrieve. Superfluous property fields will be ignored.

The get method returns Javascript properties for the item after applying any schema mappings. Hidden attributes will not be returned.

The optional params are fully described in Model API Params. Some relevant params include:

The params.fields may be set to a list of properties to return. This defines the ProjectionExpression.

If the params.follow is set to true, the item will be re-fetched using the retrieved keys for the item. This is useful for KEYS_ONLY secondary indexes where OneTable will use the retrieved keys to fetch all the attributes of the item using the primary index. This incurs an additional request, but for very large data sets, it enables the transparent use of a KEYS_ONLY secondary index which reduces the size of the database.

If params.execute is set to false, the command will not be executed and the prepared DynamoDB API parameters will be returned.

If params.parse is set to false, the unmodified DynamoDB response will be returned. Otherwise the results will be parsed and mapped into a set of Javascript properties.

The params.where clause may be used to define a filter expression. This will define a FilterExpression and the ExpressionAttributeNames and ExpressionAttributeValues. See Where Clause for more details.

async init(properties, params = {})

Return a constructed model item without writing to the database.

async remove(properties, params = {})

Remove an item from the database. This wraps the DynamoDB deleteItem method.

The properties parameter is a Javascript hash containing the required keys or fields that are used to create the primary key.

Additional fields supplied in properties may be used to construct a filter expression. In this case, a find query is first executed to identify the item to remove. Superfluous property fields will be ignored.

The optional params are fully described in Model API Params. Some relevant params include:

The params.fields may be set to a list of properties to return. This defines the ProjectionExpression.

If params.execute is set to false, the command will not be executed and the prepared DynamoDB API parameters will be returned.

If params.many is set to true, the API may be used to delete more than one item. Otherwise, for safety, it is assume the API will only remove one item.

The params.where clause may be used to define a filter expression. This will define a FilterExpression and the ExpressionAttributeNames and ExpressionAttributeValues. See Where Clause for more details.

This API does not return a result. To test if the item was actually removed, set params.exists to true and the API will throw an exception if the item does not exist.

async scan(properties, params = {})

Scan items in the database and return items of the given model type. This wraps the DynamoDB scan method and uses a filter expression to extract the designated model type. Use scanItems to return all model types. NOTE: this will still scan the entire database.

An alternative to using scan to retrieve all items of a give model type is to create a GSI and index the model type field and then use query to retrieve the items. This index can be a sparse index if only a subset of models are indexed.

The properties parameter is a Javascript hash containing fields used to construct a filter expression which is applied by DynamoDB after reading the data but before returning it to the caller. OneTable will utilize fields in properties that correspond to the schema attributes for the model. Superfluous property fields will be ignored in the filter expression.

The scan method returns an array of items after applying any schema mappings. Hidden attributes in items will not be returned.

The optional params are fully described in Model API Params. Some relevant params include:

The params.fields may be set to a list of properties to return. This defines the ProjectionExpression.

If params.execute is set to false, the command will not be executed and the prepared DynamoDB API parameters will be returned.

If params.many is set to true, the API may be used to delete more than one item. Otherwise, for safety, it is assume the API will only remove one item.

The params.where clause may be used to augment the filter expression. This will define a FilterExpression and the ExpressionAttributeNames and ExpressionAttributeValues. See Where Clause for more details.

The scan method supports parallel scan where you invoke scan simultaneously from multiple workers. Using the async/await pattern, you can start the workers and then use a Promise.all to wait for their completion. To perform parallel scans, you should set the params.segments to the number of parallel segements and the params.segment to the numeric segment to be scaned for that worker.

const segments = 4
let promises = []
for (let segment = 0; segment < segments; segment++) {
    promises.push(table.scan({}, {segment, segments}))
}
let results = await Promise.all(promises)

async update(properties, params = {})

Update an item in the database. This method wraps the DynamoDB updateItem API.

The properties parameter is a Javascript hash containing properties to update including the required keys or fields that are used to create the primary key.

OneTable will only update fields in properties that correspond to the schema attributes for the model. Superfluous property fields will be ignored.

The property names are those described by the schema. NOTE: these are not the same as the attribute names stored in the Database. If a schema uses map to define a mapped attribute name, the Javascript field name and the DynamoDB attribute name may be different.

The method returns the all the Javascript properties for the item. Hidden attributes will not be returned.

The optional params are described in Model API Params.

The params.add parameter may be set a value to add to an attribute. The params.delete parameter may be set to a hash, where the hash keys are the attribute sets to modify and the values are the items in the sets to remove. The params.remove parameter may be set to a list of attributes to remove. The params.set parameter may be set to a hash, where the hash keys are the attributes to modify and the values are expresions.

For example:

await User.update({id: userId}, {delete: {tokens: ['captain']}})
await User.update({id: userId}, {remove: ['special', 'suspended']})
await User.update({id: userId}, {set: {balance: '${balance} + {100}'}})

Set update, the params.exists will default to a true value to ensure the item exists. If set to null, an update will be permitted to create an item if it does not already exist.

Model API params

The are the parameter values that may be supplied to various Model and Table APIs that accept a params argument.

Property Type Description
add object Used to atomically add a value to an attribute. Set to an object containing the attribute name and value to add. Example: add: {balance: 1}
batch object Accumulated batched API calls. Invoke with Table.batch*
capacity string Set to INDEXES, TOTAL or NONE to control the capacity metric. Returned in items.capacity
consistent boolean Set to true to stipulate that consistent reads are required.
context object Optional context hash of properties to blend with API properties when creating or updating items. This overrides the Table.context. Setting to {} is a useful one-off way to ignore the context for this API.
count boolean Return a count of matching items instead of the result set for a find/query. The count is returned as a count property in the returned items array. Default false.
delete object Used to delete items from a set attribute. Set to an object containing the attribute name and item to delete. Example: delete: {colors: 'blue'}
execute boolean Set to true to execute the API. If false, return the formatted command and do not execute. Defaults to true.
exists boolean Set to true for create, delete or update APIs to verify if an item of the same key exists or not. Defaults to false for create, null for delete and true for update Set to null to disable checking either way.
fields array List of attributes to return. This sets the ProjectionExpression. Default null.
hidden boolean Hide key attributes in Javascript properties. Overrides model.hidden. Default null.
index string Name of index to utilize. Defaults to 'primary'
limit number Set to the maximum number of items to return from a find / scan.
log boolean Set to true to force the API call to be logged at the 'data' level. Requires that a 'logger' be defined via the Table constructor. Defaults to false.
many boolean Set to true to enable deleting multiple items. Default to false.
next object Starting key for the result set. This is used to set the ExclusiveStartKey when doing a find/scan. Typically set to the result.next value returned on a previous find/scan.
prev object Starting key for the result set when requesting a previous page. This is used to set the ExclusiveStartKey when doing a find/scan in reverse order. Typically set to the result.prev value returned on a previous find/scan.
parse boolean Parse DynamoDB response into native Javascript properties. Defaults to true.
postFormat function Hook to invoke on the formatted API command just before execution. Passed the model and args. Args is an object with properties for the relevant DynamoDB API.
preFormat function Hook to invoke on the model before formatting the DynmamoDB API command. Passed the model. Internal API.
remove array Set to a list of of attributes to remove from the item.
return string Set to 'ALL_NEW', 'ALL_OLD', 'NONE', 'UPDATED_OLD' or 'UPDATED_NEW'. The created and updated APIs will always return the item properties. This parameter controls the ReturnValues DynamoDB API parameter.
reverse boolean Set to true to reverse the order of items returned.
select string Determine the returned attributes. Set to ALL_ATTRIBUTES
set object Used to atomically set attribute vaules to an expression value. Set to an object containing the attribute names and values to assign. The values are expressions similar to Where Clauses with embedded ${attributeReferences} and {values}. See Where Clause for more details.
stats object Set to an object to receive performance statistics for find/scan. Defaults to null.
throw boolean Set to false to not throw exceptions when an API request fails. Defaults to true.
transaction object Accumulated transactional API calls. Invoke with Table.transaction
type string Add a type condition to the create, delete or update API call. Set type to the DynamoDB required type.
updateIndexes boolean Set to true to update index attributes. The default during updates is to not update index values which are defined during create.
where string Define a filter or update conditional expression template. Use ${attribute} for attribute names and {value} for values. OneTable will extract attributes and values into the relevant ExpressionAttributeNames and ExpressionAttributeValues.

If stats is defined, find/query/scan operations will return the following statistics in the stats object:

  • count -- Number of items returned
  • scanned -- Number of items scanned
  • capacity -- DynamoDB consumed capacity units

Where Clauses

OneTable where clauses are a convenient way to express DynamoDB filter expressions. DynamoDB ExpressionAttributeNames and Values are one of the least fun parts of DynamoDB. OneTable makes this much easier via the use of templated where clauses to express complex filter expressions.

A where clause may be used with find, scan, create, delete or update APIs to specify a Filter or Conditional update expression. OneTable will parse the where clause and extract the names and values to use with the DynamoDB API.

For example:

let adminUsers = await User.find({}, {
    where: '(${role} = {admin}) and (${status} = {current})'
})

OneTable will extract property names defined inside ${} braces and values inside {} braces and will automatically define your filer or conditional expressions and the required ExpressionAttributeNames and ExpressionAttributeValues.

If a value inside {} is a number, it will be typed as a number for DynamoDB. To force a value to be treated as a string, wrap it in quotes, for example: {"42"}.

Note: the property name is an unmapped schema property name and not a mapped attribute name.

Where Clause Operators

You can use the following operators with a where clause:

< <= = >= >
AND OR NOT BETWEEN IN
()
attribute_exists()
attribute_not_exists()
attribute_type()
begins_with()
contains()
not_contains()
size

Where clauses when used with find or scan on non-key attribugtes can also use the <> not equals operator.

See the AWS Comparison Expression Reference for more details.

References

Participate

All feedback, discussion, contributions and bug reports are very welcome.

Contact

You can contact me (Michael O'Brien) on Twitter at: @mobstream, or email and ready my Blog.

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