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Find multiple conditions mongoose

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Performance is the art of avoiding unnecessary work. This is probably the best thing you can do to improve the performance of a query. Mongoose allows you to add. From Mongoose docs on lean. Documents are much heavier than vanilla JavaScript objects, because they have a lot of internal state for change tracking.

SEE VIDEO BY TOPIC: MongoDB A to Z - Video 15 Querying Across Multiple Collections & Tables

SEE VIDEO BY TOPIC: Using Excel VLOOKUP Function with Multiple Criteria (Multiple Cells)

How to optimize MongoDB & Mongoose for Performance

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Performance is the art of avoiding unnecessary work. This is probably the best thing you can do to improve the performance of a query. Mongoose allows you to add. From Mongoose docs on lean. Documents are much heavier than vanilla JavaScript objects, because they have a lot of internal state for change tracking. The lean option tells Mongoose to skip hydrating the result documents.

This makes queries faster and less memory intensive, but the result documents are plain old JavaScript objects POJOs , not Mongoose documents. However this comes at a cost, This means that lean docs don't have:. So its usually optimal for GET endpoints and.

That way your documents can be indexed by your defined properties in the database for faster access. You can also create compound indexes of more than one property. Say you have some database and you would like to find all extinct animals, you would probably write a query like so Model.

MongoDB will now where to look at to find relevant documents. The order in which the fields are added to the index is important. The more requests you do the slower your app response time becomes. Try to minimise your database queries as much as possible and combine them together or ideally avoiding them at all by getting rid of duplicate or unnecessary db operations. You can also cache your database results in redis. Every property you add in your model will be returned from your queries, so if you have an array or a nested object in some of these fields, your document will easily get huge slowing down the performance of your query.

If your document includes an array of references to other Models, and you use. Its better to favour using. To prevent the database from doing extra work to return these fields increasing the size of the returned documents you can use mongoose. I wrote another article about this here.

For example:. Instead, the database operations can be run in parallel using Promise. Instead you should connect once at the beginning of your app and reuse the connection. This is because setting up a new TCP connection is expensive time-wise, network request wise and memory wise, Also a new connection means a new thread to be created by MongoDB using memory on the database as well.

How much can these tips improve your query performance? I ran a local installation of MongoDB and wrote a NodeJS script that populates the database with a list of randomly generated users thanks to casual. The goal is to find users who are older than 22 years old.

I wrote the query in different ways combining the methods mentioned above and tried them on two different database collections that are populated with the same dataset. The results were measured using the console. I used casual library which is pretty handy to generate semantic mock data. With 10k users in the database. As you can see the optimised version of the query that uses. Sign in.

Khaled Osman Follow. Lets write some performance tests to see the results How much can these tips improve your query performance? Fullstack JavaScript developer and a punk kid at heart.

See responses 4. More From Medium. CSS Fundamentals: Positioning. Test-Driven Development with jest. Discover Medium. Make Medium yours. Become a member. About Help Legal.

An Introduction to MongoDB Query for Beginners

In Mongoose , the Model. The first parameter to Model. MongoDB will search for all documents that match the filter.

Collections can be queried with find. The result for the query is actually a cursor object. This can be used directly or converted to an array.

By using our site, you acknowledge that you have read and understand our Cookie Policy , Privacy Policy , and our Terms of Service. Stack Overflow for Teams is a private, secure spot for you and your coworkers to find and share information. I am trying to get data from my mongoDB database by using mongoose filters. The scenario is that each user object in the database has certain fields like "Region" or "Sector". Currently I am getting all the users that contain the keyword "region" in there object like so:.

Mongoose findOne with Multiple Conditions

We at Exploratory use MongoDB quite a lot. However, as you would imagine, that might not be always efficient or even practical sometimes due to the time it takes to download the data and the memory size limit of your PC. There are a few things you need to know before proceeding further. The data looks something like below. And it looks like below in Table view in Exploratory. In order to access MongoDB in Exploratory, you need to create a connection first. If you are not familiar, take a look at this doc for the details. However, when dot s is used in the names, which happens when referencing to the nested arrays or documents, then you have to use the double quotes. There are three main components of the MongoDB query.

Express Tutorial Part 3: Using a Database (with Mongoose)

MongoDB and Node. JSON is quickly becoming the standard data format for web APIs and, as such, these two technologies are growing in popularity. Mongoose is an object data modeling ODM library that provides a rigorous modeling environment for your data, enforcing structure as needed while still maintaining the flexibility that makes MongoDB powerful. The sample application for this article stores and displays a collection of users. Alternatively, you can follow the manual deployment instructions.

It then goes on to show how we can use Mongoose to provide database access for the LocalLibrary website. It explains how object schema and models are declared, the main field types, and basic validation.

Develop Reference html css asp. Home About Us Contact Us. Mongoose find with multiple criteria - node.

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There's some confusion on the internet about what happens when you call Model. Make no mistake, Model. But there's some confusion about Model. In this article, I'll provide a conceptual overview of what happens when you call Model.

SEE VIDEO BY TOPIC: Populating Queries with Mongoose - Creating a REST API with

By using our site, you acknowledge that you have read and understand our Cookie Policy , Privacy Policy , and our Terms of Service. Database Administrators Stack Exchange is a question and answer site for database professionals who wish to improve their database skills and learn from others in the community. It only takes a minute to sign up. I am trying to save and update upsert: true - creates the object if it doesn't exist the result of the Web Api which contains multiple arrays of data to populate the stock chart. For some reason it adds duplicate values.


The findOne method is one of the two popular methods that are used to retrieve data from MongoDB collections in mongoose. As the name suggests, the findOne methods find a single document only. Usually, we provide a query to match a document. The findOne method also works fine if an empty object is passed to it. It will return the very first document in this case. We can provide as many conditions in the query, but it does not matter how many documents can match the query, only the first match document will be returned. In this article, we will discuss how to use Mongoose findOne with multiple conditions. For performing HTTP endpoint testing, we will use the postman tool.

You can list multiple conditions in Query section followed by ',' (comma). This will allow you to have enough data to explore and find deep insights by quickly.

Mongoose models provide several static helper functions for CRUD operations. Each of these functions returns a mongoose Query object. A mongoose query can be executed in one of two ways. First, if you pass in a callback function, Mongoose will execute the query asynchronously and pass the results to the callback. When executing a query with a callback function, you specify your query as a JSON document.

How find() Works in Mongoose

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Learn Mongoose find() by Example

In our examples we will use a collection that contains a list of customers. Each customer object has the following self-explanatory fields:. To retrieve all the customers in our collection that are from Germany, and are VIP we will run this command:. In MongoDB we filter by mutiple fields by separating the different fields we want to use as a filter by comas.

Джабба занес палец над клавишей Ввод.

Любопытным шпикам не придет в голову сесть на хвост преподавателю испанского языка. - Он профессор, - поправила его Сьюзан и тут же пожалела об. У нее часто возникало чувство, что Стратмор не слишком высокого мнения о Дэвиде и считает, что она могла бы найти себе кого-то поинтереснее, чем простой преподаватель.  - Коммандер, - сказала она, - если вы инструктировали Дэвида сегодня утром по телефону из машины, кто-то мог перехватить… - Один шанс на миллион, - возразил Стратмор, стараясь ее успокоить.  - Подслушивающий должен был находиться в непосредственной близости и точно знать, что надо подслушивать.

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Во-вторых, Стратмор гораздо лучше меня знает, что происходит в шифровалке в данный момент. Почему бы тебе не позвонить. - Потому что дело именно в. Он что-то скрывает. Джабба вытаращил глаза: - Мидж, дорогая.

Побледневший кардинал показал рукой на занавешенную стену слева от. Там была потайная дверь, которую он установил три года. Дверь вела прямо во двор.

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