Separate, response schemas, create schemas, updated schemas (which can extend creates), query param schemas, and a few more. Answer from FirePanda44 on reddit.com
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Zod
zod.dev
Intro | Zod
Introduction to Zod - TypeScript-first schema validation library with static type inference
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Zod
zod.dev › api
Defining schemas | Zod
Piping a transform into another schema is another common pattern, so Zod provides a convenience z.preprocess() function.
Discussions

typescript - How can I transform or preprocess a general field in zod? - Stack Overflow
I am new to using zod and am looking at existing code for a project. I want to apply trim and I want its value to remain with the trim, I understand that I can use transform or preprocess. When app... More on stackoverflow.com
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[Feature Request] Allow preprocess even if schema validation fails
There was an error while loading. Please reload this page · our code has a very loose parse More on github.com
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8
February 13, 2024
How are people using zod?
Separate, response schemas, create schemas, updated schemas (which can extend creates), query param schemas, and a few more. More on reddit.com
🌐 r/typescript
73
60
October 8, 2025
reactjs - How to transform object to array before parsing in Zod - Stack Overflow
I'd add this is preferred not only for the TypeScript but because preprocess runs before validation occurs. As of v3.22.2 the docs for preprocess mention "But sometimes you want to apply some transform to the input before parsing happens. A common use case: type coercion. Zod enables this with ... More on stackoverflow.com
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DEV Community
dev.to › ssilve1989 › crafting-type-safe-zod-helpers-a-deep-dive-into-preprocess-and-typescript-wizardry-6pa
Crafting Type-Safe Zod Helpers: A Deep Dive into `preprocess` and TypeScript Wizardry - DEV Community
June 16, 2025 - When Cucumber processes this DataTable, empty cells (like the Status for "Delta" and the DefaultColor for "Bravo") are parsed by Cucumber into JS objects with properties set to empty strings (''), not as undefined or null. This creates a subtle but important challenge when using Zod schemas. A common approach might be to create a helper function that uses z.preprocess to handle these empty strings:
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Didoesdigital
didoesdigital.com › blog › zod-essential-functions
The Essential Functions of Zod Validation Pipelines · DiDoesDigital
March 1, 2025 - The preprocessFn is an input transformer function that has 2 arguments and returns a new value, (arg, ctx) => value: arg is of type unknown and represents the data you’re validating against this schema. ctx is a refinement context, RefinementCtx, ...
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GitHub
github.com › colinhacks › zod
GitHub - colinhacks/zod: TypeScript-first schema validation with static type inference · GitHub
TypeScript-first schema validation with static type inference - colinhacks/zod
Author   colinhacks
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Medium
rasitcolakel.medium.com › exploring-zod-a-comprehensive-guide-to-powerful-data-validation-in-javascript-typescript-2c4818b5646d
Exploring Zod: A Comprehensive Guide to Powerful Data Validation in JavaScript/TypeScript | by Raşit Çolakel | Medium
June 11, 2023 - Sometimes you need to preprocess data before validating it. For example, you might want to trim whitespace from a string before validating it. You can do this with zod.preprocess(). Or, you use zod the validate API request bodies, you can use it for boolean or number values.
Find elsewhere
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Zog
zog.dev › preprocess
Preprocess | Zog Docs
Since if you are using this schema with schema.Parse() the input data can be anything. z.Preprocess(func(data any, ctx z.ctx) (any, error) { s, ok := data.(string) if !ok { return nil, fmt.Errorf("expected string but got %T", data) } return strings.split(s, ","), nil }, z.Slice(z.String())))
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Stack Overflow
stackoverflow.com › questions › 79289754 › how-can-i-transform-or-preprocess-a-general-field-in-zod
typescript - How can I transform or preprocess a general field in zod? - Stack Overflow
import { string, z, ZodString } from "zod"; import { Field } from "./field"; export class TextField extends Field<ZodString> { constructor(fieldName: string) { super(fieldName, string()); } public isRequired() { this.condition = this.condition.min(1, `${this.fieldName} is required`) return this; } public maxLength(max: number) { this.condition = this.condition.max(max,`${this.fieldName} must be less than ${max} characters`) return this; } public minLength(min: number) { this.condition = this.condition.min(min, `${this.fieldName} at least ${min} characters`) return this; } public isOptional() {
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GitHub
github.com › colinhacks › zod › issues › 3235
[Feature Request] Allow preprocess even if schema validation fails · Issue #3235 · colinhacks/zod
February 13, 2024 - our code has a very loose parse const parseBasic = (data: any) => { const schema = z .object({ name: z.string(), letter: z.preprocess(v => (v as string)?.toUpperCase(), z.enum(['A', 'B'])), }) .describe('Basic'); try { return schema.pars...
Author   colinhacks
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Reddit
reddit.com › r/typescript › how are people using zod?
r/typescript on Reddit: How are people using zod?
October 8, 2025 -

I have an entity, and it's starting to have several shapes depending on how it's being used:

  1. I have a shape of it when I get it back from the API

  2. I have another shape of it when in forms (some fields are omitted, while others are transformed -- ie for select/option)

I guess what I'm wondering is how do people handle this? Are they having separate zod definitions for each case? Creating a base and sharing it?

Thanks.

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LogRocket
blog.logrocket.com › home › schema validation in typescript with zod
Schema validation in TypeScript with Zod - LogRocket Blog
July 30, 2024 - Using a Zod record as shown in ... object’s key and value. The preprocess method in Zod can help schemas preprocess the input data before validation....
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Vercel
odocs-zod.vercel.app
Zod | Documentation
For older zod versions, use z.preprocess like described in this thread.
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Reddit
reddit.com › r/typescript › can someone recommend a library for data parsing similar to zod, but with better support for input transformations/preprocessing?
r/typescript on Reddit: Can someone recommend a library for data parsing similar to Zod, but with better support for input transformations/preprocessing?
April 29, 2023 -

I have the following problem. There is external data coming from an API which I want to store in local database. Before I do that, some transformations of the data need to occur so it matches pre-existing types and structure. For example, if the API returns a response like this one:

[{
    id: 1,
    name: 'foo',
    short_name: 'foo-1',
    country: {
        id: 1, name: 'UK'
    }
},
{
    id: 2,
    name: 'bar',
    short_name: null, // <= missing
    country: {
        id: 2, name: 'France'
    }
}];

I need to restructure it like this before adding it to the database:

// data needs to match the database types
type DBPerson = {
    id: number;
    name: string;
    short_name: string;
};

type DBCountry = {
    id: number;
    name: string;
}

// people
[
    { id: 1, name: 'foo', short_name: 'foo-1' },
    { id: 2, name: 'bar', short_name: 'bar-2' }
];

// countries
[
    { id: 1, name: 'UK' },
    { id: 2, name: 'France' }
];

This is where I find Zod limiting, probably because it wasn't built for that particular task.

For example, you will notice short_name in the first object from the demo API response is null, but it could be generated from the values of id and name fields. No easy way to do that with zod unless you use .preprocess.

Another problem is that Zod doesn't provide a native way to define a schema based on a pre-existing type, like z.object<DBPerson>({...}) for example.

Lastly, I could of course process the data myself with .map, .reduce etc., before passing it to Zod but that's more code to maintain, not to mention it would have a performance impact.


So essentially I am looking for a library similar to Zod, but you should be able to do some more advanced transformations before parsing occurs. If someone more experienced with this type of problem has some insight to share, please let me know, thanks!

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Readthedocs
anvil-extras.readthedocs.io › en › latest › guides › modules › zod.html
Zod — Anvil Extras documentation
But sometimes you want to apply some transform to the input before parsing happens. A common use case: type coercion. Zod enables this with the z.preprocess().
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Zod
zod.dev › basics
Basic usage | Zod
This page will walk you through the basics of creating schemas, parsing data, and using inferred types. For complete documentation on Zod's schema API, refer to Defining schemas.
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Zod
zod.dev › error-formatting
Formatting errors | Zod
import * as z from "zod"; const schema = z.strictObject({ username: z.string(), favoriteNumbers: z.array(z.number()), });
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GitHub
github.com › colinhacks › zod › issues › 1019
Feature Proposal: Preprocessed string types · Issue #1019 · colinhacks/zod
March 16, 2022 - BigInt(value) : value), z.bigint() ) const nullString = z.preprocess( (value) => (isString(value) && value === "null" ? null : value), z.null() ) The ideal implementation would be for the z import to provide these like: import { z } from "zod" const EnvSchema = z.object({ FOO_NUMBER: z.numberString().default(100), BAR_BOOL: z.booleanString().default(false) // etc...
Author   colinhacks
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Didoesdigital
didoesdigital.com › blog › zod-overview
Learn Zod So You Can Trust Your Data and Your Types · DiDoesDigital
I’ve developed a working theory of how I think you’re supposed to pull together the main Zod functionality. This code snippet is intended to give you an overview of roughly how to structure Zod schemas. const schema = z // Start with *either* a primitive or preprocess: .string() // example of a primitive // .preprocess( // inputTransformFunction, // e.g.