Note: Zinc and all its APIs are considered to be alpha stage at this time. Expect breaking changes in API contracts and data format before at this stage.
Zinc Search Engine
Zinc is a search engine that does full text indexing. It is a lightweight alternative to Elasticsearch and runs using a fraction of the resources. It uses bluge as the underlying indexing library.
It is very simple and easy to operate as opposed to Elasticsearch which requires a couple dozen knobs to understand and tune.
It is a drop-in replacement for Elasticsearch if you are just ingesting data using APIs and searching using kibana (Kibana is not supported with zinc. Zinc provides its own UI).
Check the below video for a quick demo of Zinc.

Join slack channel

Why zinc
While Elasticsearch is a very good product, it is complex and requires lots of resources and is more than a decade old. I built Zinc so it becomes easier for folks to use full text search indexing without doing a lot of work.
Features:
- Provides full text indexing capability
- Single binary for installation and running. Binaries available under releases for multiple platforms.
- Web UI for querying data written in Vue
- Compatibility with Elasticsearch APIs for ingestion of data (single record and bulk API)
- Out of the box authentication
- Schema less - No need to define schema upfront and different documents in the same index can have different fields.
Roadmap items:
- Index storage in s3
- High Availability
- Distributed reads and writes
- Geosptial search
Screenshots
Search screen

User management screen

Getting started
Download / Installation / Run
Windows
Binaries can be downloaded from releases page for appropriate platform.
C:\> set FIRST_ADMIN_USER=admin
C:\> set FIRST_ADMIN_PASSWORD=Complexpass#123
C:\> mkdir data
C:\> zinc.exe
MacOS - Homebrew
$ brew tap prabhatsharma/tap
$ brew install prabhatsharma/tap/zinc
$ mkdir data
$ FIRST_ADMIN_USER=admin FIRST_ADMIN_PASSWORD=Complexpass#123 zinc
Now point your browser to http://localhost:4080 and login
MacOS/Linux Binaries
Binaries can be downloaded from releases page for appropriate platform.
Create a data folder that will store the data
$ mkdir data
$ FIRST_ADMIN_USER=admin FIRST_ADMIN_PASSWORD=Complexpass#123 ./zinc
Now point your browser to http://localhost:4080 and login
Docker
$ mkdir data
$ docker run -v /full/path/of/data:/data -e DATA_PATH="/data" -p 4080:4080 -e FIRST_ADMIN_USER=admin -e FIRST_ADMIN_PASSWORD=Complexpass#123 --name zinc public.ecr.aws/m5j1b6u0/zinc:v0.1.1
Now point your browser to http://localhost:4080 and login
Kubernetes
Manual Install
$ kubectl apply -f kube-deployment.yaml
$ kubectl -n zinc port-forward svc/z 4080:4080
Now point your browser to http://localhost:4080 and login
Helm
Update Helm values located in values.yaml
Create the namespace:
$ kubectl create ns zinc
Install the chart:
$ helm install zinc helm/zinc -n zinc
Zinc can be available with an ingress or port-forward:
$ kubectl -n zinc port-forward svc/zinc 4080:4080
Data ingestion
Single record
curl example
$ curl
-u admin:Complexpass#123
-XPUT
-d '{"author":"Prabhat Sharma"}'
http://localhost:4080/api/myshinynewindex/document
Python example
import base64, json
import requests
user = "admin"
password = "Complexpass#123"
bas64encoded_creds = base64.b64encode(bytes(user + ":" + password, "utf-8")).decode("utf-8")
data = {
"Athlete": "DEMTSCHENKO, Albert",
"City": "Turin",
"Country": "RUS",
"Discipline": "Luge",
"Event": "Singles",
"Gender": "Men",
"Medal": "Silver",
"Season": "winter",
"Sport": "Luge",
"Year": 2006
}
headers = {"Content-type": "application/json", "Authorization": "Basic " + bas64encoded_creds}
index = "games3"
zinc_host = "http://localhost:4080"
zinc_url = zinc_host + "/api/" + index + "/document"
res = requests.put(zinc_url, headers=headers, data=json.dumps(data))
Bulk ingestion
Bulk ingestion API follows same interface as Elasticsearch API defined in documentation.
curl -L https://github.com/prabhatsharma/zinc/releases/download/v0.1.1/olympics.ndjson.gz -o olympics.ndjson.gz
gzip -d olympics.ndjson.gz
curl http://localhost:4080/es/_bulk -i -u admin:Complexpass#123 --data-binary "@olympics.ndjson"
Search
Python example
import base64
import json
import requests
user = "admin"
password = "Complexpass#123"
bas64encoded_creds = base64.b64encode(
bytes(user + ":" + password, "utf-8")).decode("utf-8")
params = {
"search_type": "match",
"query":
{
"term": "DEMTSCHENKO",
"start_time": "2021-06-02T14:28:31.894Z",
"end_time": "2021-12-02T15:28:31.894Z"
},
"from": 40, # use together with max_results for paginated results.
"max_results": 20,
"fields": ["_all"]
}
# params = {
# "search_type": "querystring",
# "query":
# {
# "term": "+City:Turin +Silver",
# "start_time": "2021-06-02T14:28:31.894Z",
# "end_time": "2021-12-02T15:28:31.894Z"
# },
# "fields": ["_all"]
# }
headers = {"Content-type": "application/json",
"Authorization": "Basic " + bas64encoded_creds}
index = "games3"
zinc_host = "http://localhost:4080"
zinc_url = zinc_host + "/api/" + index + "/_search"
res = requests.post(zinc_url, headers=headers, data=json.dumps(params))
print(res.text)
Output
{
"took": 0,
"timed_out": false,
"max_score": 7.6978611753656345,
"hits": {
"total": {
"value": 3
},
"hits": [
{
"_index": "games3",
"_type": "games3",
"_id": "bd3e67f0-679b-4aa4-b0f5-81b9dc86a26a",
"_score": 7.6978611753656345,
"@timestamp": "2021-10-20T04:56:39.000871Z",
"_source": {
"Athlete": "DEMTSCHENKO, Albert",
"City": "Turin",
"Country": "RUS",
"Discipline": "Luge",
"Event": "Singles",
"Gender": "Men",
"Medal": "Silver",
"Season": "winter",
"Sport": "Luge",
"Year": 2006
}
},
{
"_index": "games3",
"_type": "games3",
"_id": "230349d9-72b3-4225-bac7-a8ab31af046d",
"_score": 7.6978611753656345,
"@timestamp": "2021-10-20T04:56:39.215124Z",
"_source": {
"Athlete": "DEMTSCHENKO, Albert",
"City": "Sochi",
"Country": "RUS",
"Discipline": "Luge",
"Event": "Singles",
"Gender": "Men",
"Medal": "Silver",
"Season": "winter",
"Sport": "Luge",
"Year": 2014
}
},
{
"_index": "games3",
"_type": "games3",
"_id": "338fea31-81f2-4b56-a096-b8294fb6cc92",
"_score": 7.671309826309841,
"@timestamp": "2021-10-20T04:56:39.215067Z",
"_source": {
"Athlete": "DEMTSCHENKO, Albert",
"City": "Sochi",
"Country": "RUS",
"Discipline": "Luge",
"Event": "Mixed Relay",
"Gender": "Men",
"Medal": "Silver",
"Season": "winter",
"Sport": "Luge",
"Year": 2014
}
}
]
},
"buckets": null,
"error": ""
}
API reference
These APIs can be used to programatically interact with Zinc.
All APIs must have an authorization header
e.g. Header:
Authorization: Basic YWRtaW46Q29tcGxleHBhc3MjMTIz
PUT /api/index - Create a new index
While you do not need to create indexes manually as they are created automatically when you start ingesting the data, you could create them in advance using this API.
e.g.
PUT http://localhost:4080/api/index
Payload: { "name": "myshinynewindex" }
DELETE /api/index/:indexName - Delete an index
This will delete the index and its associated metadata. Be careful using this as data is deleted unrecoverably.
e.g.
DELETE http://localhost:4080/api/index/indextodelete
GET /api/index - List existing indexes
Get the list of existing indexes
e.g.
GET http://localhost:4080/api/index
PUT /api/:target/document - Create/Update a document and index it for searches
Create/Update a document and index it for searches
e.g.
PUT http://localhost:4080/api/myindex/document
Payload: { "name": "Prabhat Sharma" }
PUT /api/:target/_doc/:id - Create/Update a document and index it for searches
Create/Update a document and index it for searches
e.g.
PUT http://localhost:4080/api/myindex/_doc/1
Payload: { "name": "Prabhat Sharma is meeting friends in San Francisco" }
POST /api/:target/_search - search for documents
Search for documents
e.g.
POST http://localhost:4080/api/stackoverflow-6/_search
Payload:
{
"search_type": "matchphrase",
"query": {
"term": "shell window",
"start_time": "2021-12-25T15:08:48.777Z",
"end_time": "2021-12-28T16:08:48.777Z"
},
"sort_fields": ["-@timestamp"],
"from": 1,
"max_results": 20,
"fields": [
"*"
]
}
combine "from" and "max_results" to allow pagination.
sort_fields: list of fields to sort the results. Put a minus "-" before the field to change to descending order.
search_type can have following values:
- alldocuments
- wildcard
- fuzzy
- term
- daterange
- matchall
- match
- matchphrase
- multiphrase
- querystring
DELETE /api/:target/_doc/:id - Delete a document
This will delete the document from the index.
e.g.
DELETE http://localhost:4080/api/myindex/_doc/1
POST /api/_bulk - Upload bulk data
This will upload multiple documents in batch. It is preferred over PUT /api/:target/_doc/:id when you have multiple documents to be inserted as it is magnitude of times faster than uploading individual documents.
You may want to experiment with actual number of documents that you send in a single request. An ideal number may range from 500 to 5000 documents. Log forwaders like fluentbit use this API.
e.g.
POST /api/_bulk
Payload - ndjson (newline delimited json) content
e.g. ndjson contents
{ "index" : { "_index" : "olympics" } }
{"Year": 1896, "City": "Athens", "Sport": "Aquatics", "Discipline": "Swimming", "Athlete": "HAJOS, Alfred", "Country": "HUN", "Gender": "Men", "Event": "100M Freestyle", "Medal": "Gold", "Season": "summer"}
{ "index" : { "_index" : "olympics" } }
{"Year": 1896, "City": "Athens", "Sport": "Aquatics", "Discipline": "Swimming", "Athlete": "HERSCHMANN, Otto", "Country": "AUT", "Gender": "Men", "Event": "100M Freestyle", "Medal": "Silver", "Season": "summer"}
{ "index" : { "_index" : "olympics" } }
{"Year": 1896, "City": "Athens", "Sport": "Aquatics", "Discipline": "Swimming", "Athlete": "DRIVAS, Dimitrios", "Country": "GRE", "Gender": "Men", "Event": "100M Freestyle For Sailors", "Medal": "Bronze", "Season": "summer"}
{ "index" : { "_index" : "olympics" } }
{"Year": 1896, "City": "Athens", "Sport": "Aquatics", "Discipline": "Swimming", "Athlete": "MALOKINIS, Ioannis", "Country": "GRE", "Gender": "Men", "Event": "100M Freestyle For Sailors", "Medal": "Gold", "Season": "summer"}
{ "index" : { "_index" : "olympics" } }
{"Year": 1896, "City": "Athens", "Sport": "Aquatics", "Discipline": "Swimming", "Athlete": "CHASAPIS, Spiridon", "Country": "GRE", "Gender": "Men", "Event": "100M Freestyle For Sailors", "Medal": "Silver", "Season": "summer"}
Who uses Zinc ?
- Quadrantsec
Please do raise a PR adding your details if you are using Zinc.