Error code:   ConfigNamesError
Exception:    AttributeError
Message:      'str' object has no attribute 'items'
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/dataset/config_names.py", line 67, in compute_config_names_response
                  config_names = get_dataset_config_names(
                                 ^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 161, in get_dataset_config_names
                  dataset_module = dataset_module_factory(
                                   ^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1207, in dataset_module_factory
                  raise e1 from None
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 1182, in dataset_module_factory
                  ).get_module()
                    ^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/load.py", line 690, in get_module
                  config_name: DatasetInfo.from_dict(dataset_info_dict)
                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/info.py", line 284, in from_dict
                  return cls(**{k: v for k, v in dataset_info_dict.items() if k in field_names})
                                                 ^^^^^^^^^^^^^^^^^^^^^^^
              AttributeError: 'str' object has no attribute 'items'

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Bahrain Business Email Database — Market Intelligence Dataset

146,928 verified Bahrain contacts are available from LeadsBlue →. This open dataset provides the aggregate market intelligence behind that database — contact volume, benchmark open/reply rates, send timing, and compliance for the Bahrain segment.

At a glance: A research dataset describing the Bahrain Business Email Database market: verified-contact volume, industry distribution, outreach benchmarks, and regulatory framework, published by LeadsBlue Research under CC BY 4.0.

Key figures

Metric	Value
Verified contacts in segment	146,928
Typical email open rate	16-24%
Typical email reply rate	2.5-5%
Best send days	Monday, Tuesday, Wednesday
Best send time (local)	09:00-11:00 AST
Geography	Bahrain
Industry verticals benchmarked	14
License	CC BY 4.0

📥 Get the full Bahrain Business Email Database — individual verified business records, ready to use: Download from LeadsBlue →

Market overview

Bahrain is a small Gulf island state that has positioned itself as a regional financial services centre and tech hub. Manama is the capital and commercial centre. Bahrain has historically been the banking centre of the Middle East — over 400 financial institutions are licensed here, including major international banks. Bahrain's Financial Harbour and Bay Bay development are major commercial districts. Bahrain was the first Gulf state to allow 100% foreign ownership of businesses.

Primary business hubs: Manama (Bahrain Financial Harbour, Bay View), Seef, Hidd (industrial).

Outreach benchmarks & strategy

Bahrain B2B cold email in English is standard for the financial and international business community. The small size of Bahrain's business community means reputation networks are important — referrals from known Bahraini contacts carry high credibility.

Files in this dataset

File	Contents
`data/market_overview.csv`	Segment-level metrics: contact volume, benchmark rates, send timing
`data/industry_benchmarks.csv`	Open/reply benchmarks across 14 industry verticals
`data/compliance.csv`	Regulatory framework, business culture, decision-maker profile, hubs

Methodology

All numbers are segment-level aggregates from LeadsBlue's data operations and public baselines. The dataset is intentionally aggregate-only and contains no personally identifiable information.

How to cite

LeadsBlue Research. (2026). Bahrain Business Email Database — Market Intelligence Dataset. Derived from the B2B Cold Email Benchmark Report 2026 (https://doi.org/10.5281/zenodo.20136256). CC BY 4.0. Source: https://leadsblue.com

@dataset{leadsblue_bahrain_business_email_dataset_2026,
  author    = {Johnson, Luther},
  title     = {Bahrain Business Email Database -- Market Intelligence Dataset},
  year      = {2026},
  publisher = {LeadsBlue Research},
  doi       = {10.5281/zenodo.20136256},
  url       = {https://leadsblue.com/leads/bahrain-business-email-leads-database/}
}

Source & full dataset

This aggregate dataset is published by LeadsBlue Research. The full verified business email list — with individual business contact records — is available at Bahrain Business Email Database.

Related resources: Benchmark report (Zenodo) · Research hub · Interactive tools

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