This is really fascinating. Because even though I am an Indian I didn't know the Soviet Union and India were that close. I wonder if any Indian school books mention this.
The USSR did help us with arms and with votes in the United Nations. While this was generally helpful, it led to a shameful episode when India chose to tacitly support the USSR's invasion of Afghanistan. It may surprise many Indians to know that more recently, inspite of our tilt to the West, we have supported Russia's annexation of Crimea, and we were one of the first major countries to recognize the annexation.
[1] https://www.outlookindia.com/website/story/indira-gandhi-is-...
Ofcourse nowadays India is a democratic republic with a good relationship with the West.
Any country that tried to be neutral was considered suspicious.
The Non-Aligned Movement was part and parcel "Soviet lite".