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FestivalShiva & MuruganAnnualNovember–DecemberTamil Nadu

Karthigai Deepam

Rows of clay lamps along every wall and threshold. Second only to Diwali for diya and oil demand in the south.

12
Items needed
8
Essential
Cannot be skipped
₹4,132
Estimated total
₹1,966 for essentials only
3
Shops nearby
in Mumbai
Essentials you can buy in Mumbai88%

Shopping near

AnywhereBengaluruChennaiCoimbatoreMaduraiMumbaiMysuruPune

Where to buy it in Mumbai

Every item on the list, resolved to a shop that has it in stock.

A four-hop traversal. The trailing variable-length step is what lets “Chennai” match a florist registered in T. Nagar without you having to know that.Occasion → NEEDS → Product → AVAILABLE_AT → Florist → LOCATED_IN → Location → PART_OF*0..3

Fewest stops

Which single shop covers the most of this list — because visiting four shops on a festival morning is not realistic.

Traverse out to every vendor, then aggregate back per vendor while remembering which items were never covered. In SQL this needs a four-table join, a GROUP BY, and a correlated NOT EXISTS per checklist item.aggregate back over the traversal

4.6
10 of 12 items83.3%
Basket here₹2,801

Still needed elsewhere: Camphor, Bananas

4.7
1 of 12 items8.3%
Basket here₹110

Still needed elsewhere: Agarbathi, Camphor, Coconut, Bananas +7 more

4.3
1 of 12 items8.3%
Basket here₹120

Still needed elsewhere: Agarbathi, Camphor, Coconut, Bananas +7 more

Can't get something? Use this instead

Alternatives for the items no shop nearby has in stock.

Substitutes chain. Jasmine is out of season, tuberose stands in for jasmine, chrysanthemum stands in for tuberose — the walk follows the chain and scores each extra hop lower on its own.Product → SUBSTITUTE_FOR*1..3 → Product

Camphor — No vendor near you has Camphor in stock, and there is no accepted substitute for it. It is worth widening your search area.

There is no accepted substitute for this one. It is worth widening your search area rather than replacing it.

Bananas — No vendor near you has Bananas in stock, and there is no accepted substitute for it. It is worth widening your search area.

There is no accepted substitute for this one. It is worth widening your search area rather than replacing it.

The full checklist

Grouped by category, essentials first. Quantities and notes come from the relationship between this occasion and each item.

The quantity, the unit, the importance and the note all live on the NEEDS relationship — not on the flower and not on the occasion. That is the clearest single argument for modelling this as a graph.Occasion → NEEDS → Product → BELONGS_TO → Category

Incense & Camphor(2)

Offerings & Prasad(4)

Oil Lamps(5)

Loose Flowers(1)

Others also bought

Discovered from real purchase history, not from anything an editor curated.

Three hops through the purchase history: what does this occasion need, who bought those things, and what else did those people buy.Occasion → NEEDS → Product ← BOOKS ← Customer → BOOKS → Product

Kumkum

₹40

Bought by 23 people who also picked up Marigold (Loose) and Agarbathi

Akshata

₹30

Bought by 21 people who also picked up Marigold (Loose) and Agarbathi

Banana Leaves

₹15

Bought by 19 people who also picked up Marigold (Loose) and Agarbathi

Betel Leaves & Nuts

₹40

Bought by 19 people who also picked up Marigold (Loose) and Agarbathi

Rangoli Powder

₹150

Bought by 19 people who also picked up Marigold (Loose) and Agarbathi

Turmeric Powder

₹45

Bought by 19 people who also picked up Marigold (Loose) and Agarbathi

Mango Leaves

₹30

Bought by 18 people who also picked up Marigold (Loose) and Agarbathi

Jasmine (Malli)

₹60

Bought by 16 people who also picked up Marigold (Loose) and Agarbathi

Coming up next

What this occasion usually precedes — worth buying for at the same time.

Occasions are sequenced in the graph, so the app can suggest buying once for two events instead of twice.Occasion → PRECEDES → Occasion

Festival

Pongal

The harvest festival. Rice is boiled over in a new clay pot at sunrise, and sugarcane and turmeric plants are…

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