If you decide to download WhatsApp on Android 2.3.6, make sure to:
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Check if your specific phone model (like a Samsung Galaxy Ace or S1) has a custom ROM (e.g., CyanogenMod) that can update it to Android 4.4 or 5.0. This is a technical process that may "brick" the device. If you decide to download WhatsApp on Android 2