If your flight has been cancelled before you have embarked the plane then there is an argument that the Convention does not apply. However the difference between a cancellation and a delay can be a grey area in some cases.
Whatever the case you may be able to turn to Regulation 261 for compensation as it covers both delays and cancellations or you might have a claim for breach of contract.
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