Metadata-Version: 2.4
Name: zohopagesense-python-sdk
Version: 1.0.0
Summary: Official Zoho PageSense Python SDK for FullStack A/B testing and experimentation.
Author: Zoho PageSense Team
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Keywords: pagesense,zoho,python,python-sdk,sdk,server-side,fullstack,ab-test,ab-testing,abtest,experimentation,feature-experimentation,cro,conversion-rate-optimization,visitor-segmentation,audience-targeting,variation,bucketing,experiments,analytics,goal-tracking,revenue-tracking,optimization
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Classifier: Topic :: Software Development :: Libraries :: Python Modules
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Dynamic: license-file

# PageSense Python SDK

The **PageSense Python SDK** enables developers to integrate **Zoho PageSense FullStack A/B Testing** into Python applications. It allows applications to activate experiments, retrieve assigned variations, and track goals without requiring client-side execution, making it ideal for server-side experimentation.

The SDK evaluates users against the latest experiment configuration downloaded from the PageSense server and ensures **sticky visitor assignment**, so the same user consistently receives the same variation across multiple requests. It also supports **custom visitor attributes** for audience targeting, **goal properties** for advanced goal tracking such as revenue goals, configurable logging, persistent user storage, and automatic project synchronization through configurable polling intervals.

The **PageSense Python SDK** provides a simple and reliable way to build, test, and optimize application experiences using server-side A/B testing and experimentation.

---

# License

    Copyright (c) 2026, ZOHO CORPORATION PRIVATE LIMITED
    All rights reserved.

    Licensed under the Apache License, Version 2.0 (the "License");
    you may not use this file except in compliance with the License.
    You may obtain a copy of the License at

        http://www.apache.org/licenses/LICENSE-2.0

    Unless required by applicable law or agreed to in writing, software
    distributed under the License is distributed on an "AS IS" BASIS,
    WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    See the License for the specific language governing permissions and
    limitations under the License.

## Table of Contents

- [Features](#features)
- [Requirements](#requirements)
- [Installation](#installation)
- [Quick Start](#quick-start)
  - [API Summary](#api-summary)
- [SDK Initialization](#sdk-initialization)
  - [SDK Configuration Options](#sdk-configuration-options)
- [PageSenseUserContext](#pagesenseusercontext)
- [Activate Experiment](#activate-experiment)
- [Get Variation Name](#get-variation-name)
- [Track Goal](#track-goal)
- [Track Revenue Goal](#track-revenue-goal)
- [SDK Configuration](#sdk-configuration)
  - [Log Level](#log-level)
    - [Supported Log Levels](#supported-log-levels)
  - [Polling Interval](#polling-interval)
  - [Custom Logger](#custom-logger)
  - [Custom Storage](#custom-storage)
- [SDK Architecture](#sdk-architecture)
- [Best Practices](#best-practices)
- [Troubleshooting](#troubleshooting)
- [Support](#support)

---

## Features

- ✅ Server-side A/B testing
- ✅ Sticky visitor assignment
- ✅ Revenue goal tracking
- ✅ Custom attributes and goal properties
- ✅ Persistent user storage
- ✅ Custom logger support
- ✅ Automatic project synchronization
- ✅ Configurable polling interval
- ✅ Thread-safe client instance

---

## Requirements

| Component | Version            |
| --------- | ------------------ |
| Python    | 3.8+               |
| pip       | Latest recommended |

---

## Installation

```bash
pip install zohopagesense-python-sdk
```

---

## Quick Start

```python
from pagesense import (
    PageSenseClient,
    PageSenseClientBuilder,
    PageSenseUserContext,
)

# Initialize the SDK
pagesense_client: PageSenseClient = (
    PageSenseClientBuilder.create_new_pagesense_client(
        sdk_account_id,
        sdk_key,
        project_name
    )
)

# Create the user context
user_context: PageSenseUserContext = PageSenseUserContext(
    user_id="USER_001",
    user_attributes={
        "Browser": "Chrome",
        "Device": "Desktop",
        "OS": "Windows 11"
    }
)

# Activate the experiment
variation_name: str = pagesense_client.activate_experiment(
    experiment_name, user_context
)

# Track a goal
pagesense_client.track_goal(goal_name, user_context)
```

### API Summary

| API                                  | Returns | Description                                                       |
| ------------------------------------ | ------- | ----------------------------------------------------------------- |
| `Activate Experiment`                | `str`   | Activates an experiment and returns the assigned variation name.  |
| `Get Variation Name`                 | `str`   | Returns the assigned variation without activating the experiment. |
| `Track Goal without Goal properties` | `None`  | Tracks a goal conversion.                                         |
| `Track Goal with Goal properties`    | `None`  | Tracks a revenue goal with goal properties.                       |

---

## SDK Initialization

Initialize the SDK using `PageSenseClientBuilder`. Optionally configure it with `PageSenseSDKOptions`.

```python
from pagesense import PageSenseClient, PageSenseClientBuilder

# Create the PageSense Client instance
pagesense_client: PageSenseClient = (
    PageSenseClientBuilder.create_new_pagesense_client(
        sdk_account_id,
        sdk_key,
        project_name
    )
)
```

### SDK Configuration Options

Configure optional behaviour using `PageSenseSDKOptions` and pass it to the builder.

| Method                   | Description                        | Default         |
| ------------------------ | ---------------------------------- | --------------- |
| `add_polling_interval()` | Sets polling interval (in seconds) | `10`            |
| `add_log_level()`        | Sets SDK log level                 | `INFO`          |
| `add_custom_logger()`    | Registers a custom logger          | Built-in logger |
| `add_custom_storage()`   | Registers persistent user storage  | In-memory       |

```python
from pagesense import PageSenseClientBuilder, PageSenseSDKOptions

sdk_options = (
    PageSenseSDKOptions()
    .add_log_level("DEBUG")
    .add_polling_interval(300)
)

pagesense_client = PageSenseClientBuilder.create_new_pagesense_client(
    sdk_account_id,
    sdk_key,
    project_name,
    sdk_options
)
```

---

## PageSenseUserContext

Represents a visitor along with their attributes. Used by experiment activation and goal tracking APIs.

| Parameter         | Type             | Required | Description                           |
| ----------------- | ---------------- | -------- | ------------------------------------- |
| `user_id`         | `str`            | Yes      | Unique visitor identifier             |
| `user_attributes` | `dict[str, str]` | Optional | Custom attributes for targeting rules |

```python
from pagesense import PageSenseUserContext

# Create the user attributes
user_attributes: dict[str, str] = {
    "Browser": "Chrome",
    "Device": "Desktop",
    "OS": "Windows 11"
}

# Create the User Context
user_context: PageSenseUserContext = PageSenseUserContext(
    user_id="USER_001",
    user_attributes=user_attributes
)
```

---

## Activate Experiment

Assigns the user to a variation and activates the experiment. Returns the assigned variation name.

| Parameter         | Type                   | Required | Description                |
| ----------------- | ---------------------- | -------- | -------------------------- |
| `experiment_name` | `str`                  | Yes      | Experiment identifier      |
| `user_context`    | `PageSenseUserContext` | Yes      | Visitor information object |

**Returns**

| Type  | Description              |
| ----- | ------------------------ |
| `str` | Assigned variation name. |

```python
from pagesense import PageSenseUserContext

# Create the user attributes
user_attributes: dict[str, str] = {
    "Browser": "Chrome",
    "Device": "Desktop",
    "OS": "Windows 11"
}

# Create the User Context
user_context: PageSenseUserContext = PageSenseUserContext(
    user_id="USER_001",
    user_attributes=user_attributes
)

# Activate the FullStack A/B Test experiment
variation_name: str = pagesense_client.activate_experiment(
    experiment_name, user_context
)

The returned variation name can be used to execute variation-specific application logic.
```

---

## Get Variation Name

Returns the current variation name **without** activating the experiment.

| Parameter         | Type                   | Required | Description                |
| ----------------- | ---------------------- | -------- | -------------------------- |
| `experiment_name` | `str`                  | Yes      | Experiment identifier      |
| `user_context`    | `PageSenseUserContext` | Yes      | Visitor information object |

**Returns**

| Type  | Description                                                |
| ----- | ---------------------------------------------------------- |
| `str` | Assigned variation name without activating the experiment. |

```python
from pagesense import PageSenseUserContext

# Create the user attributes
user_attributes: dict[str, str] = {
    "Browser": "Chrome",
    "Device": "Desktop",
    "OS": "Windows 11"
}

# Create the User Context
user_context: PageSenseUserContext = PageSenseUserContext(
    user_id="USER_001",
    user_attributes=user_attributes
)

# Retrieve the variation allocated to the user
variation_name: str = pagesense_client.get_variation_name(
    experiment_name, user_context
)

The returned variation name can be used to execute variation-specific application logic.
```

---

## Track Goal

Records a goal conversion event for the given user.

| Parameter      | Type                   | Required | Description                |
| -------------- | ---------------------- | -------- | -------------------------- |
| `goal_name`    | `str`                  | Yes      | Goal identifier            |
| `user_context` | `PageSenseUserContext` | Yes      | Visitor information object |

**Returns**

| Type   | Description      |
| ------ | ---------------- |
| `None` | No return value. |

```python
from pagesense import PageSenseUserContext

# Create the user attributes
user_attributes: dict[str, str] = {
    "Browser": "Chrome",
    "Device": "Desktop",
    "OS": "Windows 11"
}

# Create the User Context
user_context: PageSenseUserContext = PageSenseUserContext(
    user_id="USER_001",
    user_attributes=user_attributes
)

# Track a goal conversion for the user
pagesense_client.track_goal(
    goal_name, user_context
)
```

---

## Track Revenue Goal

Records a revenue goal conversion by passing a `goal_properties` dictionary containing the revenue amount.

| Parameter         | Type                      | Required | Description                           |
| ----------------- | ------------------------- | -------- | ------------------------------------- |
| `goal_name`       | `str`                     | Yes      | Revenue goal identifier               |
| `user_context`    | `PageSenseUserContext`    | Yes      | Visitor information object            |
| `goal_properties` | `dict[GoalProperty, str]` | Yes      | Goal properties (e.g. revenue amount) |

**Returns**

| Type   | Description      |
| ------ | ---------------- |
| `None` | No return value. |

```python
from pagesense import GoalProperty, PageSenseUserContext

# Create the user attributes
user_attributes: dict[str, str] = {
    "Browser": "Chrome",
    "Device": "Desktop",
    "OS": "Windows 11"
}

# Create the User Context
user_context: PageSenseUserContext = PageSenseUserContext(
    user_id="USER_001",
    user_attributes=user_attributes
)

# Create the revenue goal properties
goal_properties: dict[GoalProperty, str] = {
    GoalProperty.REVENUE: "1000"
}

# Track the revenue goal conversion
pagesense_client.track_goal(
    goal_name, user_context, goal_properties
)
```

---

## SDK Configuration

| Option           | Default    | Description                                |
| ---------------- | ---------- | ------------------------------------------ |
| Polling Interval | 10 seconds | Project synchronization frequency          |
| Log Level        | `INFO`     | SDK logging verbosity                      |
| Logger           | Built-in   | Replaceable with a custom logger           |
| User Storage     | In-memory  | Swap with persistent storage in production |

### Log Level

By default, the SDK logs messages with the **INFO** log level. You can configure a different log level using `add_log_level()`.

| Parameter   | Type  | Required | Description                      |
| ----------- | ----- | -------- | -------------------------------- |
| `log_level` | `str` | Yes      | Log level to be used by the SDK. |

```python
from pagesense import PageSenseSDKOptions

sdk_options = (
    PageSenseSDKOptions()
    .add_log_level("DEBUG")
)

pagesense_client = PageSenseClientBuilder.create_new_pagesense_client(
    sdk_account_id,
    sdk_key,
    project_name,
    sdk_options
)
```

### Supported Log Levels

The SDK supports the following log levels, configurable via `add_log_level()`.

| Level     | Description                                 |
| --------- | ------------------------------------------- |
| `TRACE`   | Finest-grained diagnostic information       |
| `DEBUG`   | Debug information useful during development |
| `INFO`    | General informational messages (default)    |
| `WARNING` | Warnings that do not stop execution         |
| `ERROR`   | Errors that require attention               |
| `FATAL`   | Critical failures                           |

### Polling Interval

By default, the SDK synchronizes the project configuration with the PageSense server every **10 seconds**. You can configure a custom polling interval using `add_polling_interval()`.

| Parameter  | Type  | Required | Description                  |
| ---------- | ----- | -------- | ---------------------------- |
| `interval` | `int` | Yes      | Polling interval in seconds. |

```python
from pagesense import PageSenseSDKOptions

sdk_options = (
    PageSenseSDKOptions()
    .add_polling_interval(300)
)

pagesense_client = PageSenseClientBuilder.create_new_pagesense_client(
    sdk_account_id,
    sdk_key,
    project_name,
    sdk_options
)
```

### Custom Logger

By default, the SDK uses the built-in logger. You can provide your own logger implementation using `add_custom_logger()`.

| Parameter | Type              | Required | Description                   |
| --------- | ----------------- | -------- | ----------------------------- |
| `logger`  | `PageSenseLogger` | Yes      | Custom logger implementation. |

```python
from pagesense import PageSenseSDKOptions
from custom_logger import CustomLogger

sdk_options = (
    PageSenseSDKOptions()
    .add_custom_logger(CustomLogger())
)

pagesense_client = PageSenseClientBuilder.create_new_pagesense_client(
    sdk_account_id,
    sdk_key,
    project_name,
    sdk_options
)
```

Your custom logger must implement the `PageSenseLogger` interface.

### Custom Storage

By default, the SDK uses an in-memory user storage implementation. You can provide a custom storage implementation using `add_custom_storage()`.

| Parameter | Type                 | Required | Description                         |
| --------- | -------------------- | -------- | ----------------------------------- |
| `storage` | `UserStorageService` | Yes      | Custom user storage implementation. |

```python
from pagesense import PageSenseSDKOptions
from custom_storage import CustomStorage

sdk_options = (
    PageSenseSDKOptions()
    .add_custom_storage(CustomStorage())
)

pagesense_client = PageSenseClientBuilder.create_new_pagesense_client(
    sdk_account_id,
    sdk_key,
    project_name,
    sdk_options
)
```

Your custom storage class must implement the `UserStorageService` interface.

---

## SDK Architecture

The SDK follows a lightweight client architecture:

1. Initialize the SDK using `PageSenseClientBuilder`.
2. During initialization, the SDK downloads the latest project configuration from the PageSense server.
3. The project configuration is maintained in memory throughout the SDK lifecycle.
4. Activate experiments and track goals using `PageSenseUserContext`.
5. Periodically synchronize the in-memory project configuration with the PageSense server based on the configured polling interval.

---

## Best Practices

1. **Reuse a single SDK client instance** across the application lifecycle.
2. **Use stable visitor identifiers** to ensure consistent variation assignment.
3. **Configure persistent storage in production** to avoid re-bucketing users on restart.
4. **Initialize the SDK at application startup**, not on a per-request basis.
5. **Enable `DEBUG` logging only during development** — use `INFO` or higher in production.

---

## Troubleshooting

| Issue                         | Resolution                                                                                                                                          |
| ----------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------- |
| SDK not initialized           | Verify client initialization completed successfully before making API calls.                                                                        |
| Experiment not activated      | Validate the experiment name and confirm the project configuration is correct and synchronized.                                                     |
| Goal not tracked              | Verify the goal name matches exactly and a valid user context is provided.                                                                          |
| Inconsistent variation        | Use a stable visitor identifier and configure persistent storage to prevent re-bucketing of the visitors.                                           |
| Configuration download failed | Verify the SDK account ID, SDK key, project name, and ensure the application has network connectivity to download the latest project configuration. |

---

## Support

For documentation, issue reporting, and SDK support, refer to the official PageSense resources.
