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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Oman Business Email Database — Market Intelligence Dataset

214,000 verified Oman 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 Oman segment.

At a glance: A research dataset describing the Oman 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	214,000
Typical email open rate	15-22%
Typical email reply rate	2-4.5%
Best send days	Sunday, Monday, Tuesday
Best send time (local)	09:00-11:00 GST
Geography	Oman
Industry verticals benchmarked	14
License	CC BY 4.0

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

Market overview

Oman is a sultanate with a relatively moderate Gulf business environment. Muscat is the commercial capital. Oman is diversifying from oil revenues under Vision 2040 — focusing on tourism, manufacturing, logistics, and renewable energy. Salalah and Sohar are significant port and industrial cities. Oman is known as the most stable and politically moderate of the Gulf states.

Primary business hubs: Muscat, Salalah, Sohar, Duqm (special economic zone).

Outreach benchmarks & strategy

Omani B2B outreach is best conducted through formal business channels and relationship-building. The market is smaller than UAE or Saudi Arabia but more relationship-oriented and less transactional. English is widely used in business.

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

Figures are aggregated and anonymized from LeadsBlue's verified contact operations and public business-registry baselines. No personal records are included in this dataset — only segment-level statistics.

How to cite

LeadsBlue Research. (2026). Oman 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_oman_business_email_dataset_2026,
  author    = {Johnson, Luther},
  title     = {Oman Business Email Database -- Market Intelligence Dataset},
  year      = {2026},
  publisher = {LeadsBlue Research},
  doi       = {10.5281/zenodo.20136256},
  url       = {https://leadsblue.com/leads/oman-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 Oman Business Email Database.

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

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