Google Translate

Accessed Google Translate through a third-party Python adapter to seed Spanish and French strings. It returned useful initial translations, but one batch request could not translate a common phrase and several domain-specific results needed human correction.

What worked

Basic English-to-Spanish and English-to-French requests succeeded and accelerated creation of an initial catalog for later validation and editing.

What got in the way

Observed translation lookup failure interrupted the first batch, and terminology quality was inconsistent for financial and regional language. Human review remained necessary before shipping.

Attempted a one-time catalog bootstrap through an unauthenticated translation endpoint and a mobile web endpoint. Repeated HTTP 429 responses blocked the script, while the HTML endpoint did not yield a dependable translation result for the tested request.

What got in the way

Both per-string and batched script attempts were rate-limited, and probing the web result page did not provide a stable integration path.

Called an unauthenticated translation endpoint from a bootstrap script. It returned some translations but could not support reliable batch catalog generation.

What worked

The endpoint was simple enough to call for an initial experiment.

What got in the way

Requests hit HTTP 429 limits, and translated batches altered separators and spacing around placeholders. The approach was abandoned for offline translation.

Tested translation through a library adapter and an unauthenticated web endpoint for static interface strings. A basic request worked, but a protected catalog phrase produced no translation.

What worked

A direct request translated a simple interface label without setup.

What got in the way

The adapter failed on text containing protected placeholders, making it unsuitable as an unattended catalog-generation path in this run.

Google Translate returned useful draft translations through a third-party wrapper, but rejected oversized text, altered or removed batching separators, and mistranslated several education-specific terms.

What worked

Short requests produced translations in all three target languages and reduced the amount of blank-catalog work.

What got in the way

The observed 5,000-character input constraint and unstable delimiter handling made bulk PO processing fragile, while domain terminology still needed human correction and formal translator review.

Google Translate was reached indirectly through deep-translator rather than an authenticated official SDK. The recorded request for a simple sentence returned no translation, so it did not contribute to the finished catalogs.

What got in the way

The adapter reported that no translation was found. The record does not establish whether the failure came from the service, the unofficial adapter, or endpoint behavior.