South America Phone Number Database

The #1 site to find South America Phone Number Database and accurate B2B & B2C Phone Number Database. provides verified contact information for people in your target industry. It has never been easier to purchase an Contact list with good information that will allow you to make real connections. These databases will help you make more sales and target your audience. You can buy pre-made mailing lists or build your marketing strategy with our online list-builder tool. Find new business contacts online today!

Just $199.00 for the entire Lists

South America Phone Number listing

Customize your database with data segmentation

Phone Database List

Free samples of South America mobile number database

We provide free samples of our ready to use South America contact Lists. Download the samples to verify the data before you make the purchase.

Phone Contact Lists
Contact Lists

Human Verified South America Mobile Number Lists

The data is subject to a seven-tier verification process, including artificial intelligence, manual quality control, and an opt-in process.

Best South America contact number lists

Highlights of our South America Contact Lists

First Name
Last Name
Phone Number
Home Owner

Cradit Rating
Dwelling Type
Language Spoken
Presence of children

Birth Date Occupation
Presence Of Credit Card
Investment Stock Securities
Investments Real Estate
Investing Finance Grouping
Investments Foreign
Investment Estimated
Residential Properties Owned

Institution Contributor
Donates by Mail
Veteranin Household
Heavy Business
High Tech Leader
Mail Order Buyer
Online Purchasing Indicator
Environmental Issues Charitable Donation
International Aid Charitable Donation
Home Swimming Pool

Contact us Now

Look at what our customers want to share

Buy Related Products


Our email list is divided into three categories: regions, industries and job functions. Regional email can help businesses target consumers or businesses in specific areas. South America Email Lists broken down by industry help optimize your advertising efforts. If you’re marketing to a niche buyer, then our email lists filtered by job function can be incredibly helpful.

Ethically-sourced and robust database of over 1 Billion+ unique email addresses

Our B2B and B2C data list covers over 100+ countries including APAC and EMEA with most sought after industries including Automotive, Banking & Financial services, Manufacturing, Technology, Telecommunications.

In general, once we’ve received your request for data, it takes 24 hours to first compile your specific data and you’ll receive the data within 24 hours of your initial order.

Our data standards are extremely high. We pride ourselves on providing 97% accurate South America telephone number database, and we’ll provide you with replacement data for all information that doesn’t meet your standards our expectations.

We pride ourselves on providing customers with high quality data. Our South America Email Database and mailing lists are updated semi-annually conforming to all requirements set by the Direct Marketing Association and comply with CAN-SPAM.

South America cellular phone number list

Emailproleads provides Mobile Database to individuals or organizations for the sole purpose of promoting your business. In Digital Marketing. The mobile number database of Emailproleads helps to reach the highest level of business conversations.

Mobile number databases are a crucial marketing tool with many numbers from all over the globe. Since the arrival of smartphones, there has been an exponential rise in the number of buyers because technology has changed the way of marketing. Mobile number databases are essential for every retailer today in marketing and selling their goods and services. The world is now filled with mobiles that have internet connectivity across the globe.

South America Phone Number
South America Phone Number

South America contact number lists

Now and again, we can see advertisements promoting the company. These ads result in the expansion of the company. It is possible to expand your marketing further using other services for Digital Marketing like Bulk SMS, Voice Calls, WhatsApp Marketing, etc.

Emailproleads checks every mobile number in the database using various strategies and techniques to ensure that buyers receive the most appropriate and relevant customer number and successfully meet their marketing goals and objectives.

This service assists you find your loyal customers keen to purchase your product. If you’d like to see your brand acknowledged by customers, using a database of mobile numbers is among the most effective ways to accomplish this.

What is the meaning of Phone Number Data?

A telephone number is a specific number that telecommunication firms assign to their customers, thus permitting them to communicate via an upgraded method of routing destination codes. Telecom companies give whole numbers within the limits of regional or national telephone numbering plans. With more than five billion users of mobile phones around the world, phone number information is now a gold mine for government and business operations.

What is the method of collecting the phone Number Data collected?

Having the number of current and potential customers and marketing professionals opens up a wealth of opportunities for lead generation and CRM. The presence of customer numbers is an excellent way to boost marketing campaigns as it allows marketers to interact with their target audience via rich multimedia and mobile messaging. Therefore, gathering phone number information is vital to any modern-day marketing strategy. The strategies consumers can use to collect data from phone numbers include:

* Adding contact forms on websites.
* Requests to be made for phone calls from customers.
* Use mobile keyword phrases for promotions to encourage prospective customers to contact you.
* Applying app updates prompts users to change their email details each time they sign in.
* Acquiring phone numbers that are already available information from third-party service companies with the information.

What are the main characteristics of the Phone Number Data?

One of the critical advantages of phone number data is that it is created to reveal the geographic location of mobile users because phone numbers contain particular strings specific to a region or country that show the user’s precise position. This is useful in targeted campaigns, mainly where marketers target a specific area that can target their marketing efforts.

To prevent duplicates and improve accessibility, the phone number information is typically stored in the E164 international format, which defines the essential characteristics of a recorded phone number. The specifications that are followed in this format are the number code for the country (CC) and an NDC, a country code (CC), a national destination code (NDC), and the subscriber number (SN).

What do you think of the phone Number Data used for?

The possibilities that can be made possible by the phone number information are endless. The availability of a phone number database means that companies worldwide can market their products directly to prospective customers without using third-party companies.

Because phone numbers are region – and country-specific and country-specific, data from phone numbers gives marketers a comprehensive view of the scope of marketing campaigns, which helps them decide on the best areas they should focus their time and resources on. Also, governments use the data from mobile numbers to study people’s mobility, geographic subdivisions, urban planning, help with development plans, and security concerns such as KYC.

How can an individual determine the validity of Phone Number Data?

In determining the quality of the phone number information, users should be aware of the fundamental quality aspects of analysis. These are:
Completeness. All info about phone numbers within the database must be correct.
Accuracy. This measure reflects how well the data identifies the individual described within the actual world.
Consistency. This indicates how well the data provider follows the rules to facilitate data retrieval.
Accessibility. The phone number database should be accessible where the data is organized to allow easy navigation and immediate commercial use.

South America Phone Number leads
South America Phone Number leads

Where can I purchase Phone Number Data?

The Data Providers and Vendors listed in Datarade provide Phone Number Data products and examples. Most popular products for Phone Number Data and data sets available on our platform include China B2B phone number – Chinese businesses by Octobot, IPQS Phone Number Validation and Reputation through IPQualityScore (IPQS), and B2B Contact Direct Dial/Cell Phone Number Direct Dial and mobile numbers for cold calling Real-time verified contact email and Phone Number by Lead for business.

How do I get my phone Number Data?

You can find phone number data from Emailproleads.

What are data types similar that are similar to Phone Number Data?

Telephone Number Data is comparable with Address Data; Email Address Data, MAID Hashed Email Data, Identification Linkage Data, and Household-Level Identity Data. These categories of data are typically employed to aid in Identity Resolution and Data Onboarding.

Which are your most popular uses for Phone Number Data?

The top uses that involve Phone Number Data are Identity Resolution, Data Onboarding, and Direct Marketing.

Let’s say you’re running a business selling strategy that demands you to connect with the maximum number of people you can. If your job is laid off for you, it can often be challenging to determine what to do. First, you should create your list of prospective customers and then save your call data in an electronic database.

South America Telephone Number Lists

Though you might believe that working with lists of telephone numbers and storing them in databases is all you need to launch a cold calling campaign, it’s not the case. Since a telephone number database could contain thousands or millions of leads, along with important data points about each potential customer, It is essential to adhere to the best practices for a Database of telephone numbers. Methods to avoid becoming overwhelmed or losing important data.

To build a phone number database that delivers outcomes, you must start on the right starting point. It is possible to do this by purchasing lists of sales leads from a reliable, dependable company like ours. It’s equally important to have the right tools to allow your team to contact the most people possible.

In addition to high-quality telephone marketing lists, we provide advice on the best techniques for targeting databases and dialer software that can make lead generation more efficient and less expensive over time. Our customer service representatives are ready to assist you.

South America Telephone Number Database Best Practices

After you’ve established the basis for success by acquiring high-quality lead lists and implementing dialers that can boost how many calls your team receives by up to 400 percent, you’re ready to become familiar with best practices for your industry. By adhering to a list of phones and best database practices, you’ll dramatically improve the odds that your team will succeed in the short and long term.

Here are the best techniques for telemarketing databases that you should consider a priority to observe.

Get Organized
A well-organized South America mobile phone directory includes contacts organized according to phone country, postal, area, city, and province. By narrowing your calls to only one of the criteria, it is possible to incorporate new business information into your list, then sort and retarget top leads.

South America mobile number list

Create a strategy to manage your phone lists. Naturally, your organizational plan must be based on the purpose of your cold-calling campaign. Your business’s goals will affect the traits your most promising prospects have. Make a profile of the most appealing candidate based on the plans for your marketing campaign. Make sure you make your leads list to ensure that the candidates who best meet your ideal profile of a prospect are first on your list of leads. List.

Determine Who Has Access to and edit your database
Your phone number list doesn’t only represent an investment in money but also a resource that your team can use to increase sales. Although your phone number list is essential because you bought it, it’s also advantageous due to the possibility that it can improve your bottom line. In this regard, you should think carefully about who has access to and control your database.

It is generally recommended to restrict the number of users who have access to your database to only those who use it to communicate with potential customers to achieve your campaign’s goals. If an individual is not active with your marketing campaign, then there’s no reason for them to gain access to your telephone number database.

It’s also advisable to restrict access to the database you have created; it’s best to allow editing privileges to people who require them. This generally means that you only give editing rights to agents that will be conducting cold calls. It will be necessary to modify the database to make changes to records and notes that could aid in subsequent calls.

South America phone number database

Create Your Database
Databases are knowledge centers that store information for sales personnel. They are vital to gain knowledge and share it with your sales staff. Even if it’s just to keep call notes, callback databases can help your sales team to achieve maximum value and benefit from lists of telemarketing calls.

As time passes, your phone number list will likely expand and include more contact numbers and information on your customers. When you get recommendations from your current prospects or purchase leads lists, or either, it’s essential to grow the size of your database to include as much data as you can to assist you in achieving your goals for the business in the near and far future and at every step in between.

4. Keep Your Database
Although you want your database to expand with time, you do not want it to contain obsolete or ineffective details. To keep your database from overloading with useless information, it’s essential to maintain it regularly, including removing old records and updating your prospective customers with their contact details.

One of the most effective ways to ensure your database is to ensure that it doesn’t contain numbers listed on the Do Not Call list. If you make a call to an address that is listed on a Do Not List, you could result in your business spending lots of money, perhaps even millions. With the free tools available online, think about scrubbing all your data against the Do Not Call registry at least twice yearly.

If you’ve learned the basics of a telephone list and best practices for database management, you can contact now to receive the top-quality leads lists you need within your database. South America phone number database free download

Today, download the mobile phone/cell numbers directory of all cities and states based on the network or operator. The database of mobile numbers is an excellent resource for advertising and bulk SMS, targeting specific regions of people, electoral campaigns, or other campaigns. Before you use these numbers, verify the ” Do Not Disturb” status in conjunction with TRAI. If it is activated, it is not permitted to use these numbers to promote your business.

Buy South America Phone Number Database

It’s the quickest method of building an extensive list of phone numbers for your potential customers. Pay a fixed sum (per list, contact, country, or industry) and get every mobile number you paid for and have in your possession. You can then utilize them several times to reach out to customers to convince them to purchase their products or products. Doesn’t that sound great?

Although it may seem like the fastest method of building a list of numbers, it’s not the case. There are a lot of risks associated with purchasing mobile marketing lists which won’t generate sales:

They’re not well-targeted. It’s impossible to be sure that every person on the bought phone lists will pay attention to the emails you’ve sent or your company worldwide.

It will help if you trust someone completely. When you purchase a mobile phone list, you’ll need to be able to trust your seller about how active the numbers are. It’s possible that the majority of the phone numbers you’re buying are not current or relevant.


South America  Phone Number database

One thing to keep in mind when creating an event handler to create a saga orchestrator is that it has to manage multiple events. A message delivered at least once means that an event handler which creates the saga could be called several times. It’s crucial to make sure that only one instance of the saga is created. buy South America  Phone Number database

One approach is to deduce an ID of the saga by identifying one particular characteristic of the particular event. There are many possible options. One option is to utilize the aggre-gate’s ID that generates the event to be the saga’s ID. This is ideal for sagas created as a result of global creation events.

Another alternative is to use the event ID to create the saga ID. Since the event IDs are unique it is guaranteed that the saga ID will be unique. If the event is duplicated that is, the event han-dler’s effort in creating the saga won’t succeed due to the fact that it is likely that the ID has already been created. This is a good option in situations where multiple versions of the same story be found for an overall instance. South America  Phone Number Profile

An application that makes use of an event store that is based on RDBMS can make use of the same approach to make stories. One benefit of this strategy is that it encourages loose coupling since services like OrderService are no longer required to explicitly initiate stories.

South America Phone Number business database free download
South America Phone Number business database free download

We’ve now looked at how to create a reliable orchestrator for a saga, let’s look at the ways that event sourcing services can take part in orchestration-based stories. South America  Phone Number Profile

Implementing an event-based saga that is sourced participant South America  Phone Number database

Imagine you are using event sourcing to build an application that has to be part of the orchestration of a saga. This isn’t a surprise, especially when your service is using an event store that is based on RDBMS, like Eventuate Local, you can easily make sure that it processes commands from saga and also responds. It’s possible to update the store as part of an ACID transaction that is initiated through the Eventuate Tram framework. However, you’ll need an entirely different method when your service utilizes an existing event database that doesn’t be part of similar transactions as Eventuate Tram framework.

You need to address two problems:

Command message handling that is independant

Sending a message in a jiffy

Let’s look at the first step in how to implement idempotent command messages handlers.


The first issue to resolve is how an event-sourcing-based program can recognize and eliminate duplicate messages to implement idempotent command messages handling. It is a fortunately easy issue to tackle with the mes-sage handling mechanism that we discussed earlier. The saga participant keeps the message ID in events that occur when handling the messages. Prior to updating an aggregate, the saga player confirms that it didn’t process the message prior to checking for the message ID within the events. South America  Phone Number Profile

Atmically sending out Reply MeSSAGES

The other issue to be solved is how an event-sourcing-based player in saga can simultaneously send responses. In theory the saga orchestrator can join the events that are generated by aggregates, however there are two issues that arise with this method. The second issue is the fact that a saga request may not alter the status of an aggregate. In this scenario it is not possible for the aggregate to produce an event, and there won’t be a response to the saga orchestrator. Another issue is that this strategy will require the saga orchestrator be able to treat saga participants who utilize event sourcing in a different way from those who do not. In order to be able to receive events from domains the saga orchestrator needs to sign up to the aggregate’s events channel, in along with its own response channel. South America  Phone Number database

An alternative is for the participant to continue sending an answer message to the saga orchestrator’s replies channel. However, rather than sending the reply directly, a saga player follows a two-step procedure: When an saga command handler is able to create and/or updates an aggregate it organizes for an SagaReplyRequested pseudo-event to be saved to the event store , along with the actual events generated through the aggregate.

The event handler that handles the SagaReplyRequested pseudo-event utilizes the information contained in the event to build the reply message. sends to the Saga orchestrator’s response channel.

Let’s take a look at an example to show how it is done.

Example of an event that is sourced from the internet. SAGA Participant South America  Phone Number leads

This instance focuses on Accounting Service, one of the players in Create Order Saga. Figure 6.12 illustrates the way Accounting Service handles the Authorize Command issued by the Saga. Accounting Service is implemented using the Eventuate Saga frame-work. Its Eventuate Saga framework is an open-source framework that allows you to write stories that make use of event source. It is based around the Eventuate Client framework.
Create Order Saga sends an AuthorizeAccount command to Accounting-Service through a messaging channel. The Eventuate Saga framework’s SagaCommand-Dispatcher invokes AccountingServiceCommandHandler to handle the command message. buy South America  Phone Number database

AccountingServiceCommandHandler sends the command to the specified

South America  Phone Number mailing lists

Account aggregate.

The aggregate emits two events, AccountAuthorized and SagaReplyRequested-Event.

SagaReplyRequestedEventHandler handles SagaReplyRequestedEvent by send-ing a reply message to CreateOrderSaga. South America  Phone Number id list

The AccountingServiceCommandHandler shown in the following listing handles the AuthorizeAccount command message by calling AggregateRepository.update() to update the Account aggregate.

The listing 6.6 Handles command messages sent by Sagas South America  Phone Number database

public class AccountingServiceCommandHandler {

South America Phone Number Profile
South America Phone Number Profile

Private AggregateRepository accountRepository;

public void authorize(CommandMessage cm) { AuthorizeCommand command = cm.getCommand(); accountRepository.update(command.getOrderId(), South America  Phone Number leads




() -> withFailure(new AccountDisabledReply()))



This authorize() method is invoked by an AggregateRepository to modify the aggregate for the Account. The third argument for updating() the UpdateOptions, also known as the UpdateOptions parameter, is calculated by using the following expression: South America  Phone Number leads



() -> withFailure(new AccountDisabledReply()))


The UpdateOptions are used to configure this Update() procedure to accomplish these things:

Utilize the message ID as an idempotency key in order to make sure that the information is processed precisely once. As previously mentioned that the Eventuate framework stores the idempotency keys in all events generated, allowing it to recognize and block duplicate attempts to update the aggregate. South America  Phone Number database

Add a SagaReplyRequestedEvent pseudo event to the list of events saved in the event store. When SagaReplyRequestedEventHandler receives the SagaReply-RequestedEvent pseudo event, it sends a reply to the CreateOrderSaga’s reply channel.

Send an AccountDisabledReply instead of the default error reply when the aggregate throws an AccountDisabledException.

We’ve now looked at the ways to incorporate the saga participant using event-sourcing Let’s look at how to set up Saga orchestrators.

Implementing saga orchestrators by using event source

In this section I’ve explained how services based on event sourcing can start and take part in the sagas. Additionally, you can utilize event sourcing for the development of orches-trators for sagas. This allows you to create applications dependent upon an event-based store. South America  Phone Number leads

There are three major design issues you need to solve when you implement an orchestrator for saga:

How do you keep the orchestrator of a saga?

How can you change what happens to the orchestrator’s status and also send com-mand messages?

How do you make sure that the Saga orchestrator is able to process reply messages only at the same time? South America  Phone Number database


The saga orchestrator is an extremely straightforward life cycle. First, it’s created. It’s updated in response to the responses of saga participants. So, we could keep a saga going by the following scenarios:

SagaOrchestratorCreated–The saga orchestrator has been created.

SagaOrchestratorUpdated–The saga orchestrator has been updated.

A saga orchestrator emits a SagaOrchestratorCreated event when it’s created and a SagaOrchestratorUpdated event when it has been updated. These events contain information required to recreate an instance of state for the orchestrator in saga. For example, the events for CreateOrderSaga, described in chapter 4, would contain a serialized (for example, JSON) CreateOrderSagaState. buy South America  Phone Number database

South America  Phone Number lists


Another crucial design challenge is how to continuously change the state of the saga , and issue an instruction. In chapter 4of the book, the Eventuate Tram-based saga implementation achieves this by updating the orchestrator and putting messages from commands in a table of messages in that same process. A program that utilizes an event store that is based on RDBMS, like Eventuate Local is able to use the same technique. A program that utilizes an event store based on NoSQL like Eventuate SaaS, can use similar methods however, it does have a restricted transaction model. South America  Phone Number id list

It is important to keep the SagaCommandEvent that represents the command to send. A handler for events then connects to SagaCommandEvents and then sends every command message to the appropriate channel. Figure 6.13 illustrates how this is done.

South America Phone Number leads
South America Phone Number leads

The saga orchestrator utilizes two steps to transmit commands: South America  Phone Number leads

A saga orchestrator generates an SagaCommandEvent for every command it intends to send. SagaCommandEvent includes all the information required to send the command like the destination channel, as well as an object for the command. These events are saved in the event storage.

An event handler handles these SagaCommandEvents and transmits commands to the message channel that is intended for destination. South America  Phone Number database

This two-step method ensures it will only be delivered to at minimum once. Since the event store allows at-least-once delivery, an handler could be

repeated multiple times using identical events. This causes the event handler of SagaCommandEvents to send multiple commands. Luckily, however Saga participants can quickly identify and eliminate duplicate commands by using the following procedure. This ID, which is unique to SagaCommandEvent which is proven that it is unique to determine the ID for each command. Therefore, duplicate messages will be assigned the identical ID. The saga participant who is notified of a duplicate can discard it with the method described previously. South America  Phone Number listing

PROCESSING REPLIES exactly as they were sent

The saga orchestrator must also be able to be able to recognize and remove duplicate replies. This it is possible to do by through the process described earlier. The orchestrator records the ID of the reply message in the events it generates during processing the response. It is then able to easily determine whether the message is a duplicate.

As you can observe, event sourcing provides an excellent foundation to implement stories. This is in addition to additional benefits of using event sourcing, such as the inherent reliability of the production of events every time data changes, accurate audit logs, as well as the ability to run temporal queries. Event sourcing isn’t a magic solution, however. It requires a substantial learning curve. It’s not always simple. Yet, despite these shortcomings events sourcing plays an important role to play in a micro-services architecture. In the next chapter, we’ll shift to a different topic and explore ways to address a different problem with distributed data management within a microservices architecture that is queries. I’ll show you the steps to implement queries to retrieve data distributed across several services.

Event sourcing remains an aggregate of events. Each event has a negative reaction to either the making of the aggregate, or a change in its state. A program creates the state of the aggregate by replaying events. Event sourcing records the history of an object in a domain, and provides an audit trail that is accurate and consistently publishes domain-specific events. South America  Phone Number listing

Snapshots boost efficiency by reducing the amount of events that have to be replayed.

Events are saved inside an events store. It is a hybrid between an event store and a message broker. If an event is saved by a service from an online store it will deliver the event to the subscribers.

Eventsuate Local is an open-source event store that is based in MySQL along with Apache Kafka. Developers make use of this Eventuate Client Framework to write event handlers and aggregates. South America  Phone Number database

One of the challenges with event sourcing is dealing with the changing nature of events. The application could have to deal with multiple versions of an event in replaying the events. The best solution is to use upcasting that upgrades events to the most recent version each time they’re downloaded by the events store. South America  Phone Number listing

Eliminating data from an application for event sourcing is a challenge. A program must employ methods like encryption and pseudonymization to meet the requirements of regulations such as the GDPR of the European Union that require an application to erase the personal data of an individual.

Event sourcing is an easy method to create sagas based on choreography. Ser-vices include event handlers which take note of events announced by aggregates that use event sourcing. South America  Phone Number database

Mary as well as her colleagues were just beginning to become comfortable with the concept of using sagas in order to ensure the consistency of data. They realized that transactions management wasn’t the only distributed data challenge they were faced with while transferring to the FTGO app to microservices. Additionally, they needed to determine the best way to make queries work.
To support the UI to support the UI, to support the UI, FTGO application makes use of a variety of queries. Implementing these queries within the monolithic application is fairly simple, since it uses one database. The majority of the time all FTGO developers had to write was SQL SELECT commands and create the indexes needed. As Mary discovered the process of writing queries in micro-services isn’t easy. They often require data that’s scattered across databases that are owned by various services. However, you can’t make use of traditional distributed query mechanisms however, even if it was technically feasible the method would violate the principle of encapsulation. buy South America  Phone Number database

South America  Phone Number

Think about, for instance the operations that query the FTGO application that is discussed in chapter 2. Some queries retrieve information that’s only owned by one particular service. The find-ConsumerProfile() query, for example, returns data from Consumer Service. However, other FTGO queries such as locateOrder() or findOrderHistory() provide information from multiple services. Implementing these operations isn’t as simple. South America  Phone Number id list

There are two distinct methods of implementing queries in a microser-vice architecture:

South America Phone Number listing
South America Phone Number listing

The API composition pattern is the most straightforward method and should be employed whenever it is possible. It is a method of making the those who have the data responsible for calling the API and then combining the results. South America  Phone Number database

It is the Command queries accountability segregation (CQRS) pattern is more powerful over that of the API composition patterns, however it’s also more complicated. It is responsible for at least one view database that’s sole function is to help support queries. South America  Phone Number database

After examining both of these patterns I’ll explain how to design CQRS views, aided by the creation of an instance view. We will begin by looking at the API composition pattern.

Utilizing the API composition pattern to query. API composition pattern

The FTGO application is able to perform a variety of queries. Certain queries, as I mentioned earlier, pull data from one service. Implementing these queries is usually straightforward–although later in this chapter, when I cover the CQRS pat-tern, you’ll see examples of single service queries that are challenging to implement.

There are queries that fetch information from multiple services. In this article I will describe how to use the FindOrder() query as one example that pulls data from several services. I discuss the issues that arise when using this kind of query within microservices. I also explain what I call the API structure and explain how to use it to build queries like FindOrder(). South America  Phone Number database

The FindOrder() search operation

This findOrder() operation returns an order based on it’s primary key. It accepts an orderId as parameter and returns an OrderDetails object which includes information concerning the particular order. In the figure 7.1 the operation is performed by a frontend module for example, mobile devices or a web application, which implements the View of Order Status. South America  Phone Number database

The information shown by the order Status view provides essential information regarding the order, such as the status of the order, its payment status and the status of the order from the restaurant’s point of view as well as the delivery status as well as its location and estimated delivery time if it is the order is in transit.

Because the information is contained in one database, it is a monolithic FTGO application is able to quickly retrieve the details of orders by using an SELECT query that connects the various tables. However in the microservices-based version of the FTGO application, the information is dispersed across various services. South America  Phone Number database

Order Service–Basic information about the order including the order details, as well as status

Kitchen Service – Status of the order from the perspective of the restaurant and the estimated date it will be ready to pick up

Delivery Service – The order’s delivery status as well as estimated delivery information and the current address

Accounting Service – The order’s payment status South America  Phone Number

Anyone who requires details of the order must inquire about for all of these services. South America  Phone Number database

An overview of the API composition pattern. API composition pattern

One method to implement queries, like findOrder() to retrieve data that is owned by multiple services is by using the API composition pattern. This pattern executes the query operation by calling the service that holds the data, and then mixing the results.

API composer API composer performs the query by obtaining information from the service providers and combining the results. A com-poser API could be an endpoint, for example, an application for the web, which requires data in order to render an online page. It could also be the case of a service, like an API gateway or its Backends for Frontends version, as described in chapter 8 that makes the query operation available by way of the API endpoint. email marketing database South America  Phone Number

South America  Phone Number listing

If you are able to use this method to implement an operation that you require depends on a number of variables, such as the way the data is divided and the capabilities of the APIs offered by the services that host the data in addition to the capacities of databases that are used in the process. For instance, even though the Provider services provide APIs to retrieve the needed details, the aggregater could require an inefficient, memory-based joining of huge data sets. In the future, you’ll find examples of query functions which aren’t possible to implement with this method. There are many situations where this pattern can be used. For a look at it in action we’ll take a look at an illustration. South America  Phone Number id list

Utilizing the FindOrder() search operation by using an API composition pattern

FindOrder() search operation is equivalent to a primary key-based equijoin query. It is reasonable to assume that every Provider service includes an API end-point to retrieve the data required using orderId. Thus using the FindOrder() query function is a great possibility to implement API composer. API composer pattern. The API composer makes use of the four services and then combines the results. Figure 7.3 illustrates the layout for Find Order Composer. Find Order Composer. South America  Phone Number database

South America Phone Number database
South America Phone Number database

In this case it is API composer is API composer can be described as a service that provides the query as an REST-based endpoint. The Provider services also provide REST APIs. The concept is same regardless of whether the provider uses an communications protocol for interprocess, like gRPC rather than HTTP. This Find Order Composer implements a REST endpoint called GET/order/orderId. It invokes four service and joins the results by using the orderId. Each Provider service implements a REST API endpoint that produces a response in line with one aggregate. The OrderService is able to retrieve its own version of an order using its primary key, while the other services utilize an orderId key as a secondary key in order to find their aggregates.

As you can observe it, as you can see, the API structure pattern can be easy to follow. Let’s take a look at some of the design concerns that you need to address when using this pattern. South America  Phone Number

API composition design issues

If you are using this pattern, you need to consider some design concerns:

The decision of which component of your structure is your API query composer

How do I write an effective algorithmic aggregation logic?

Let’s take a look at each aspect. South America  Phone Number database

Who is the person who plays the role of the API COOSER?

The first decision you need to decide is who will play the function for the operation’s API composer. There are three choices available to you.

A frontend application, such as a web-based application that incorporates an Order Status view and runs on the same network, can efficiently access the order information with this method. However, as you’ll see in Chapter 8, this approach isn’t a good idea for customers who are not part of the firewall and are able to access services through the slower network.

The other option, as illustrated in figure 7.5 is an API gateway that uses the external API of the program to implement the API and plays the function as an API composer to perform a query.

This choice is appropriate in the event that the query is part of an application’s API external to it. Instead of routing the request to a different service that is not an API gateway, the API gateway uses the API composition process. This allows a client like mobile devices, operating outside the firewall to quickly get data from multiple services through one API call. I’ll discuss API gateways in chapter 8. API gateways in Chapter 8. South America  Phone Number

The third alternative, which is shown in figure 7.6 is to create the API composer that can be used as an independent application. South America  Phone Number database

It is recommended to use this method to query an operation employed internally by multiple services. It is also a possibility for queries that are accessible externally and whose aggregate logic is too complicated to be considered part in an API gateway.


In the development of an distributed system, minimizing latency is a constant issue. When feasible it is recommended that an API composer should be able to call providers in parallel to reduce the time it takes for queries. For example, the Find Order Aggregator should, for instance, call all four providers concurrently since there is no dependence among the requests. Sometimes, however it is possible that an API composer requires the results of a provider service to call another. In this scenario it would need to invoke some, but not all of the providers in a sequence. South America  Phone Number lists

The process of efficiently executing the simultaneous and sequential service invo-cations is often complex. In order for an API composer to be maintainable as well as performant and scalable, it should use a reactive design based on Java Completable-Future’s, RxJava observables, or some other equivalent abstraction. I will discuss this further in chapter 8, where I go over API gateways. API Gateway pattern.

The advantages and disadvantages from API composition patterns. API composition pattern

This is a straightforward and straightforward way to build queries within a microservice architecture. However, there are some limitations:

More overhead

Risque of less availability

Inconsistency in transactional data

Let’s take a closer look at these.


A drawback to this method is the time and effort involved in calling several services and querying multiple databases. In a monolithic app the client is able to retrieve information with just one request, which is typically run a single database search. However, using API composition API composition pattern requires numerous database queries and multiple requests. In the end, greater computing resources and networks are needed, thereby increasing costs for running an application. South America  Phone Number lists

Risk of reduced availability

Another disadvantage of this model is the reduced availability. As discussed in chapter 3 accessibility of an operation diminishes according to the number of providers involved. Since the process of creating the query operation requires at least three different services–the API composer, and at least two providers–its availability will be much lower than the availability of just one service. If, for instance, the availability of a single service is 99.5 percent that means that of findOrder’s() endpoint that calls four service providers can be calculated as 99.5%(4+1) is 97.5 percent! South America  Phone Number database

There are several strategies that you can employ to increase the availability of your API. The first is to use an API composer to provide previously stored data when the Provider service is not available. A API composer can cache the information returned by a provider service to boost performance. It also uses this cache to boost accessibility. If a service is not available and the API composer is not available, the API composer will retrieve data from the cache, even though it might be outdated. email marketing database South America  Phone Number

South America  Phone Number leads

Another way to improve accessibility is to allow an API composers to provide complete information. Imagine, for instance, that the Kitchen Service is temporarily unavailable. For example, the API Composer for the findOrder() query could exclude the information of that service from the return, since the UI will still show useful details. There are more details on API structure, caching and the reliability of APIs in chapter 8. buy South America  Phone Number database online

South America Phone Number
South America Phone Number


Another disadvantage of an API composition patterns is that it lacks consistency of data. Monolithic applications typically perform queries with a single database transaction. ACID transactions–subject to the fine print about isolation levels–ensure that an application has a consistent view of the data, even if it executes multiple data-base queries. However API composition patterns API composition pattern runs multiple database queries against different databases. It is possible that the query operation may produce data that is inconsistent.

For instance, an order obtained through Order Service might be in the CANCELLED status, while the ticket correspondingly retrieved through Kitchen Service might not yet be cancelled. The API composer needs to work out this difference, which can increase the complexity of the code. In addition the API composer may not be able to recognize inconsistent data, and then send it back to the user. South America  Phone Number lists

However, despite these disadvantages, even with these drawbacks, API composition method is highly beneficial. It is a great way to create a number of queries. However, there are some queries that aren’t efficiently executed using this pattern. A query operation could be, for instance, requiring to use the API composer to carry out an in-memory joining of massive databases.

It is generally better to perform these kinds of queries by with this CQRS pattern. Let’s look at how this pattern functions.

Utilizing the CQRS pattern

Many business applications employ the RDBMS as the system of record, and also text search databases like Elasticsearch or Solr to answer text-based search queries. Certain applications keep the databases in sync using writing both at the same time. Others periodically copy files from RDBMS into the search engine for text. Applications using this model leverage the advantages of several databases: the transactional characteristics of the RDBMS as well as the ability to query text databases. South America  Phone Number mailing lists

CQRS is a broadening of this type of architecture. It is a system that has one or more view databases — not only text search databases that are able to implement any of the application’s queries. To comprehend why this is important, let’s take a look at some queries which aren’t able to be efficiently implemented with CQRS’s API the composition patterns. I’ll describe the way CQRS operates and then go over the advantages and disadvantages of CQRS. Let’s examine the scenarios where you’ll need to utilize CQRS.

The reasons to use CQRS

API composition pattern API composition pattern can be used to create a variety of queries that need to retrieve information from several services. However, it’s only one part of the solution to the issue of querying within microservices. This is because there are many service queries that the API composition pattern cannot effectively implement. South America  Phone Number mailing lists

Additionally There are specific service-specific queries, which can be hard to implement. The database of the service may not effectively allow for the query. In other cases, it may make sense for a service to create queries that access information owned by another service. Let’s look at these issues, beginning with a multi-service query which isn’t able to be implemented efficiently using API composition. South America  Phone Number database


This findOrderHistory() operation will retrieve the history of an order by a consumer. It comes with a variety of parameters:

consumerId–Identifies the consumer

pagination–Page of results that returns

filtering criteria. These include the maximum age for orders that must be returned and an optional status for the order and keywords that are compatible with the restaurant’s namesake and the menu item South America  Phone Number mailing lists

This query operation produces an OrderHistory object which contains an overview of all the orders that match, sorted according to age. The module that creates this Order History view. The view provides an overview of every order, including details about the number of orders, the status of the order along with the total of the order and the estimated delivery date.

At first glance, the procedure is identical to that of the FindOrder() request operation. The only difference is that it will return more than one. It might seem to be that an API composer is required to perform the exact same query for every Provider service and then mix the results. It’s actually not that easy.

This is because not all services have the attributes used to filter or sort. For instance among the findOrderHistory() procedure’s filtering criteria is a keyword that is matched against an item in the menu. Two of the services, Order Service and Kitchen Service keep an Order’s menu items. However, neither Delivery Service nor Accounting Service store the menu items and therefore cannot filter their information using this key word. Similar to that neither Kitchen Service nor Delivery Service can sort data using the orderCreationDate parameter. South America  Phone Number quality lists
There are two ways that an API composer could address this issue. One option can be to ask the API composer to create an in-memory joining, as illustrated in Figure 7.7. It collects all orders of the user via Delivery Service and Accounting Service and joins the orders that are retrieved through Order Service and Kitchen Service. South America  Phone Number database
The disadvantage of this method is that it may require an API composer to search and join massive datasets, which can be inefficient.
Another solution is to use an API composer to fetch matches between requests in the Order Service and Kitchen Service and then ask for orders from other services with the same ID. However, this solution is only feasible in the case of services that have an API for bulk fetch. Individually requesting orders will cause inefficiency due to excessive network traffic. email marketing database South America  Phone Number

South America Phone Number lists
South America Phone Number lists

South America  Phone Number Profile

For queries like findOrderHistory,() call on the API composer replicate the functions of the queries execution engines. On the other hand, this could mean that work is moved from the less-scalable database to the more flexible application. However it’s inefficient. Developers should also write business-related functionality rather than an engine to execute queries. buy South America  Phone Number database online

This table definition allows primary key-based reads as well as writes of Orders. It doesn’t however allow a query like findOrderHistory() which results multiple matches of orders sortable by age. This is due to the fact that as you’ll see later in this article this query makes use of it’s DynamoDB query() operation that requires a table to be equipped with an uncomposed primary key composed of two attributes that are scalar. The primary attribute is a parti-tion key. The partition key is known because DynamoDB’s Z axis scale (described in Chapter 1) utilizes it to choose the storage partition of an item. The other attribute is the sort key. An query() operation returns items with the partition key specified and an associated sort key within the range specified and also match the optional filter expression. The query() operation returns the items according to order indicated through the key to sort.

FindOrderHistory() query function will return the consumer’s order history ordered by age. This means that it requires an initial key that contains the consumerID as the par-tition key and the orderCreationDate being the key to sort. It’s not logical to have (consumerId and the orderCreationDate) as the key in the ftgo-order-history tablesince it’s not unique. South America  Phone Number quality lists

The answer is to use findOrderHistory() to access the database DynamoDB refers to as an additional index of the ftgo order-history table. This index contains (consumerId or orderCreationDate) as its key that is not unique. As with an RDBMS index it is also the DynamoDB index is automatically updated every time its table is changed. However, unlike an RDBMS index however, an DynamoDB index could contain non-key attributes. Non-key attributes boost performance because they are returned by the query which means that the application does not have to pull these attributes from the database. Additionally, as you’ll discover, they can be used to filter data. Figure 7.14 depicts the layout of the table, as well as the index. South America  Phone Number database


This findorderhistory() query operation comes with one parameter for filtering that defines the criteria for searching. One criteria is the age of the returned orders. This is simple to set up because the DynamoDB Query’s key condition expression can be used to restrict the range in the kind key. The other criteria for filtering correspond to non-key attributes, and can be achieved with a filter expression which is an Boolean expression. A DynamoDB Query operation only returns those items that meet this filtering expression. For example, to find Orders that are CANCELLED, the OrderHistoryDao-DynamoDb uses a query expression orderStatus = :orderStatus, where :orderStatus is a placeholder parameter. South America  Phone Number quality lists

Keyword filter criteria are more difficult to implement. It is used to select customers whose restaurant’s names or menu items correspond to one of the keywords specified. The OrderHistoryDaoDynamoDb enables the keyword search by tokenizing the restaurant name and menu items and storing the set of keywords in a set-valued attribute called keywords. It identifies the items that are in line with the keywords applying a filter expression that makes use of the() function which, for instance, contains(keywords, keyword1) OR contains(keywordskeywords keywords, :keyword2) keyword1, where keyword2 are placeholders for the keyword you have specified.


Certain customers will be able to place an abundance of orders. This is why it makes sense for to use the FindOrderHistory() query to make use of pagination. The DynamoDB Query operation has an operation parameter pageSize which defines what the max number of items it can return. When there’s more data than that, the output of the query will have an attribute called Last-EvaluatedKey that is non-null. A DAO is able to retrieve an additional page data when it invokes the query by using an exclusiveStartKey setting to LastEvaluatedKey. South America  Phone Number database

As you will observe, DynamoDB doesn’t support position-based pagination. Therefore, Order History Service returns an opaque pagination token to its clients. Clients use this token to seek out another page in the results. email marketing database South America  Phone Number

South America  Phone Number business database

After having explained the procedure for querying DynamoDB in order to get orders from customers, lets examine how to add and update them.

Updating ORDERS buy South America  Phone Number database online

UAE Phone Number quality lists
UAE Phone Number quality lists

DynamoDB provides two options for updating and adding items The PutItem() as well as UpdateItem(). Its PutItem() operation creates or replaces an entire item with it’s primary key. In theory, OrderHistoryDaoDynamoDb could use this operation to insert and update orders. The main issue when the use of putItem() is making sure that updates for multiple items on the same item are correctly handled.

Take, for instance an instance when two event handlers at the same time try to modify the identical item. Each event handler calls OrderHistoryDaoDynamoDb to load the item from DynamoDB, change it in memory, and update it in DynamoDB using PutItem(). The event handler that handles one event could alter the changes that was made by the other handler. OrderHistoryDaoDynamoDb can prevent lost updates by using DynamoDB’s optimistic locking mechanism. A less complicated and efficient method is to utilize UpdateItem(). UpdateItem() method.

This updateItem() operation changes the each attribute on the object, and creates the item, if needed. Since various event handlers update the different attributes of the item, the use of UpdateItem is logical. This is also more efficient since there’s no requirement to extract the order from the table. 

South America  Phone Number quality lists

One issue that comes with updating the database to respond an event is as we mentioned earlier, the process of identifying and eliminating duplicate events. Let’s take a look at how you can accomplish this using DynamoDB. South America  Phone Number database


All the event handlers of Order History Service are independant. Each of them determines the attributes for the item in the order. Order History Service could, thus, simply avoid the issue of duplicate events. The disadvantage of ignoring the issue is that an Order item can sometimes become out-of-date. This is since an event processor which receives duplicate events will change the attributes of an Order item to their previous values. The order item won’t have the correct attributes until events later on are delivered. purchase South America  Phone Number lists

As mentioned earlier One way to stop the data from getting out of date is to identify and eliminate duplicate events. OrderHistoryDaoDynamoDb can detect duplicate events by recording in each item the events that have caused it to be updated. Then, it can use it’s UpdateItem() procedure’s conditional updating mechanism, which will update an item only when an event isn’t duplicate.

A conditional update can only be executed if a conditional expression is real. A condition expression determines if an attribute exists or is assigned an exact value. The Order-HistoryDaoDynamoDb DAO can track events received from each aggregate instance using an attribute called <><> whose value is the highest received event ID. A duplicate event occurs when the attribute is present and its value is lower than or equivalent to the ID of the event. The OrderHistoryDaoDynamoDb DAO uses this condi-tion expression:


OR <><> < :eventId

The condition expression will only allow the update only if the attribute doesn’t exist , or the eventID is greater than the event ID that was processed the last time. ID.

For example, suppose an event handler receives a DeliveryPickup event whose ID is 123323-343434 from a Delivery aggregate whose ID is 3949384394-039434903. The name of the tracking attribute is Delivery3949384394-039434903. The event handler will take the event as duplicated when the value of the attribute is higher that or equivalent to 123323 343434. A operation called query() operation that is invoked in the event handler changes the Order item with this expression of condition:


OR Delivery3949384394-039434903 < :eventId

Now that I’ve described the DynamoDB data model and query design, let’s take a look at OrderHistoryDaoDynamoDb, which defines the methods that update and query the purchase South America  Phone Number lists

ftgo-order-history table.

The OrderHistoryDaoDynamoDb class

The OrderHistoryDaoDynamoDb class implements methods that read and write items in the ftgo-order-history table. Its update methods are invoked by OrderHistory-EventHandlers, and its query methods are invoked by OrderHistoryQuery API. Let’s look at the various methods that are available, beginning at the addingOrder() procedure.


AddOrder() method as shown in Listing 7.2 adds an order to the ftgo’s order-history table. It is a method that has two parameters: sourceEvent and order. The order parameter refers to that of the Order to add, which is derived by analyzing the OrderCreated event. The sourceEvent parameter includes the eventId as well as the ID and type of the aggregate that generated the event. It is used to implement conditionsal updates. South America  Phone Number database

List 7.2 AddOrder() method is used to add or edits an order South America  Phone Number consumer database

public class OrderHistoryDaoDynamoDb … The key to the
@Override Order item to be updated

South America  Phone Number customers database

public variable. Boolean addOrder(Order order Optional eventSource) {
UpdateItemSpec spec = new UpdateItemSpec()
.withPrimaryKey(“orderId”, order.getOrderId()) buy South America  Phone Number database online
The update .withUpdateExpression(“SET orderStatus = :orderStatus, ” +
“creationDate = :cd, consumerId = ;consumerId lineItems =” +
expression the meaning of which
Updates to the ” lineItems: keywords =:keywords RestaurantName is ” +
attribute “:restaurantName”)
.withValueMap(new Maps()
The values of the .add(“:orderStatus”, order.getStatus().toString())
placeholders in .add(“:cd”, order.getCreationDate().getMillis())

email marketing database South America Phone Number
email marketing database South America Phone Number

the update .add(“:consumerId”, order.getConsumerId())
expression .add(“:lineItems”, mapLineItems(order.getLineItems()))
.add(“:keywords”, mapKeywords(order))
.add(“:restaurantName”, order.getRestaurantName())



return idempotentUpdate(spec, eventSource);


This addOrder() method generates an UpdateSpec that makes up the AWS SDK and describes the update process. When you have created the UpdateSpec it invokes idempotent-Update() which is a helper method that executes the update following the addition of an expres-sion of condition that protects from duplicate updates. purchase South America  Phone Number lists


NotePickedUp() method, as shown in listing 7.3. notePickedUp() procedure that is shown in figure 7.3 It is called through the handler of the DeliveryPickedUp event. It changes the delivery status of the order item to PICKED_UP.

The listing 7.3 NotePickedUp() method alters the status of the order to PICKED_UP

public class OrderHistoryDaoDynamoDb …


public void notePickedUp(String orderId, Optional eventSource) { UpdateItemSpec spec = new UpdateItemSpec()

.withPrimaryKey(“orderId”, orderId)

.withUpdateExpression(“SET #deliveryStatus = :deliveryStatus”)